{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Uncertainty quantification with Conformal Prediction\n",
    "> Tutorial on how to train neuralforecast models and obtain prediction intervals using the conformal prediction methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Conformal prediction uses cross-validation on a model trained with a point loss function to generate prediction intervals. No additional training is needed, and the model is treated as a black box. The approach is compatible with any model.\n",
    "\n",
    "In this notebook, we demonstrate how to obtain prediction intervals using conformal prediction."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from neuralforecast import NeuralForecast\n",
    "from neuralforecast.models import NHITS\n",
    "from neuralforecast.utils import AirPassengersPanel\n",
    "from neuralforecast.utils import PredictionIntervals\n",
    "from neuralforecast.losses.pytorch import DistributionLoss, MAE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "logging.getLogger('pytorch_lightning').setLevel(logging.ERROR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data\n",
    "\n",
    "We use the AirPassengers dataset for the demonstration of conformal prediction.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "AirPassengersPanel_train = AirPassengersPanel[AirPassengersPanel['ds'] < AirPassengersPanel['ds'].values[-12]].reset_index(drop=True)\n",
    "AirPassengersPanel_test = AirPassengersPanel[AirPassengersPanel['ds'] >= AirPassengersPanel['ds'].values[-12]].reset_index(drop=True)\n",
    "AirPassengersPanel_test['y'] = np.nan\n",
    "AirPassengersPanel_test['y_[lag12]'] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model training\n",
    "\n",
    "We now train a NHITS model on the above dataset. To support conformal predictions, we must first instantiate the `PredictionIntervals` class and pass this to the `fit` method. By default, `PredictionIntervals` class employs `n_windows=2` for the corss-validation during the computation of conformity scores. We also train a MLP model using DistributionLoss to demonstate the difference between conformal prediction and quantiled outputs. \n",
    "\n",
    "By default, `PredictionIntervals` class employs `method=conformal_distribution` for the conformal predictions, but it also supports `method=conformal_error`. The `conformal_distribution` method calculates forecast paths using the absolute errors and based on them calculates quantiles. The `conformal_error` method calculates quantiles directly from errors.\n",
    "\n",
    "We consider two models below:\n",
    "\n",
    "1. A model trained using a point loss function (`MAE`), where we quantify the uncertainty using conformal prediction. This case is labeled with `NHITS`.\n",
    "2. A model trained using a `DistributionLoss('Normal')`, where we quantify the uncertainty by training the model to fit the parameters of a Normal distribution. This case is labeled with `NHITS1`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "horizon = 12\n",
    "input_size = 24\n",
    "\n",
    "prediction_intervals = PredictionIntervals()\n",
    "\n",
    "models = [NHITS(h=horizon, input_size=input_size, max_steps=100, loss=MAE(), scaler_type=\"robust\"), \n",
    "          NHITS(h=horizon, input_size=input_size, max_steps=100, loss=DistributionLoss(\"Normal\", level=[90]), scaler_type=\"robust\")]\n",
    "nf = NeuralForecast(models=models, freq='ME')\n",
    "nf.fit(AirPassengersPanel_train, prediction_intervals=prediction_intervals)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Forecasting\n",
    "\n",
    "To generate conformal intervals, we specify the desired levels in the `predict` method. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds = nf.predict(futr_df=AirPassengersPanel_test, level=[90])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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Uh7a8dp9nPM6/+eYbqV2/+p23fPlyodFopDZjbm4uXV9q9++vv/6a5Wec8Tyd1feMr6+vuHPnTpZlDW0jQvzXvnM6z0+YMEGKIzQ0VAihew23a9cu6fN2dHQU1tbWOufE/FwvKBQK0bZtW53zUcbP5ssvv8xx+3M6Z6hUKvHFF1/oxGFnZ6dz/eTk5CQtn9/vloy2b9+uc+559bqrVKlS4tatW5nKGeN3GBGRqTD5QkRUhGzatEkAEOXLl9d5vXHjxgKAmD9/frZl9Um+2NvbC3Nzc7FgwQIRFxcnhBAiISFB54eZ9uI1ux8yiYmJ0oV/7969pddbtWol1qxZI0JCQoRSqRRCCJGcnCz27NkjKlasKABkeaN35syZAoBwdXUVu3fvFgqFQgghhFqtFqGhoWLDhg1i6NChOmU2btwo3WRZtWqV9MNVo9GIFy9eiD179oju3btnWte5c+eEpaWlACCGDx8ubt++Ld04DAkJESNHjpR+NF64cEGnbMaLfhcXF9GpUydx+/ZtIUT6DZvt27dLPzT79euXad0PHz6UftTUrl1bXLx4UYr5yJEjws/PT+eHzatiYmKEv7+/ACBatGghTp48KX1WsbGxYuHChdIPkcWLF2cqr63X3t5eVKxYURw7dky6uX/37l0hhBCPHz+WbgqMHTtW+qGpXcepU6fEyJEjpdj1ZWjyZdy4cdKP8alTp4qYmBghRPoN2UmTJkl1fvnll5nK6tvm89MmlEqlaNiwoXRTcO7cuSIiIkIIkf7DNjg4WPz000/i66+/1il39uxZ0bdvX/Hbb7+J8PBwodFohBBCREdHiyVLlkg3r7K6ad6yZUupDZ05c0Yqm5qaKu7duycWLFgg5s2bp1Mmp5vEha0gki8uLi6iSpUq4s8//xRqtVpoNBpx/vx56bzj5+eXZSKrV69e0g2NL7/8Ujx9+lQIkX5MPnv2TGzevFmMGDFCp0xqaqp45513pH3w22+/iaSkJCFE+rlx/fr10s3ygICAbLfH3t5eeHl5iT179kg3cp8+fSrVlduNba3ly5eLMWPGiLNnz0rHh0ajEY8ePRKjR48WMplMmJmZicuXL2cqq0/yxdnZWcjlcvH111+LyMhIIYQQcXFx0k04AGL16tWZyud001Zr27Zt0g2f+Pj4LJf54YcfBADh5uYmne/0oVKpRN26daX2sWPHDul76ebNm6Jx48Y6N8WNnXx5+vSp6Ny5s9i+fbsIDQ2V2l9CQoJYu3at8PHxEQDEmDFjcqzXxcVFNGzYUDr3KJVKceTIEeHt7S2A9ATOqzKeb3OS2zbmds7OqY1evnxZSoa8/fbb4vfff5faeVJSkrhw4YIYN26cOHr0qE65wMBAMWXKFBEUFCQSExOFEOnXAjdu3BAfffSR1F4yfjdp6dPmhMj5Zq0xvnNcXFyEpaWlWLhwofSdExUVJYYMGSKVP3bsWI4xZiU/yRdDr5n0Sb64uLgIJycnsW7dOimZ+PTpU/HBBx9I59d79+5lKj98+HDp/blz50oxRUZGSjeFtcdoXm+sZ6xbuw8MceDAAWmfde7cWTx69EgIkf49sGHDBumar0GDBjpJaCH+O760SdMhQ4aIJ0+eCCHSj4Fly5ZJN+2nTp2a5fpzOwaNEZ+1tbUwMzMTAwcOlOJTqVTiwYMHQoj/jnMnJydhZmYmZs2aJWJjY4UQQjx79kxKDjg4OIhvvvlGWFtbixUrVkjfZffu3ZPOxaVLl87yu7h3795i6dKl4sGDB1ISIjU1VRw9elS8++670vdtVgo6+aJ9QEMmk0nblPEca29vL9q3by/9HtBus3Yb8nO9MGbMGGnds2bNktryixcvxKeffirtl+y2P6dzxsSJE6VtGDRokPQ7QFv/vn37dH7jvbrdOcnpu+XSpUtSu2/YsKG4evWqECL9PL9//37pu61cuXI6SclX12/I7zAiIlNi8oWIqAhp3ry5ACBmzJih8/rPP/8sAIhKlSplW1af5AsA8cMPP+QYQ27Jl/nz50vLLFq0KLdNEkKk/0CzsrISMplMhISE6LzXrl07AUDMnj1br7qEENKPjmHDhuldRggh/QjK7oeuEEL60Z9Tb4XmzZtn+QNSe6PQxsZGutGnNXjwYAFAlChRQkRHR2cqe+fOHZ0nv141fvx4KfHyat1ae/bsEUB674ZXl9HW6+joKN1kftX27dsFAPHWW29l+b6hXv3B9OoTc9p/K1eulMo8e/ZMepLt1eSF1tixYwWQ3jvg1Sc79W3z+WkTq1atkn4Y//bbb3p8EvrZuXOn9OPzVTY2NgKAOH36tN71ve7JFw8Pjyx71V27dk1a5u+//9Z57+jRo9J7P/74o97xL1u2TLqhnF3C4OLFi0ImkwlLS8tMcWm3J7uEiJa+yZfcaJ/Az6p3iT7Jl5y+C7p16yYAiFatWmV6T58b4WlpadKNpxUrVmS5TLVq1QSQngzOC+25DECmG/xCpN/8LFeuXLY3N/ObfMnNhQsXpERCSkpKtvVWqlQpy94x+/fvl5Z59XxeFJIvjRo1EgBEhQoVpBu1xtChQwcBQMycOTPTe/lNvhjzOye7BEmdOnUEADFkyJAcY8xKfpIvhl4z6ZN8AdKfQn+VQqGQkoyzZs3SeS8kJER60COrfZlx3YbcWM/Y/vKjSpUqAoBo1KhRpuSFELrH4c6dO3Xey/hdl12b1LanVx+40srtGDRWfN26dcuyfiF0vwte3Y9CpCfjM/YU3rRpU6ZlHjx4IL1/6tSpbNeVlYSEBKkXUFZlCzL58vjxY2nbMvaCzXiOfffdd7P87IXI3/VCaGiodD7K7vq0T58+OR4j2Z0z7t69Kx1/EydOzLLurBjju+X999+X2rw2EZXR5cuXpe1+9YHD/P4OIyIyJc75QkRURDx69Egaz1Y7z4tWr169YGNjgzt37uD06dMGr8PFxQXDhw/Pczm1Wo0HDx5g+vTpmDJlCgDA1dUVAwYM0Ku8r68vatSoASFEpvidnZ0BAM+fP9c7Hm2Z8PBwvctcvXoVFy5cgIWFBcaNG5ftcv379wcAHD16FGq1OstlJk2aJM17k1Hnzp0BpM9hc//+fel1IYQ0b82nn34qTeCZUcWKFdGrV68s1yeEkMZjHzduHMzNzbNcrkuXLnB0dERUVJQ0p8Gr+vXrh5IlS2b5nvZzTUhIQFJSUpbL5FdMTAxevHiR5b+M69y9ezdUKhWsra3x1VdfZVnXlClTYGVlBaVSme341zm1+fy2Ce0+ad++Pdq3b5/zhudBhw4dAKSPif3qcWHI8fK6GzZsmM4kylrVqlWT5ru5du2aznvafff222/j008/1Xtdq1atAgCMHDkSDg4OWS5Tp04dvP3220hLS8Px48ezXOb9999HrVq19F6vobRt6e+//zaovJWVFcaPH5/le9rz3aufrb4sLCwwePBgAMDKlSszvX/27Flcv34dQPo+zott27YBABo2bIiWLVtmet/W1hYTJ07Ma8hGU7duXZQoUQJJSUm4cuVKtsuNGzcONjY2mV5v164dLC0tAUD6jIqK+/fvS+1t9uzZcHJyMlrd+W3POTHWd06pUqWk74xXderUCYDhx4yhDLlm0lfDhg115oLQsrKykubLeHV7d+/eDY1GA1tbW4wZMybLeqdOnWpwTNHR0QCQ5bWWvq5duybN9zZ16lSYmZllWuaDDz7Au+++CwDYunVrtnVpr5tfpT2HPnjwAMnJySaL7+uvv851fdbW1ggICMj0uqOjI9577z0AQOnSpdG3b99My5QrVw7ly5eX4s4Le3t7NG3aFEDBHPdZiYyMxC+//ILWrVtL16Vjx47NctkJEyZk+dkD+bte2LVrF1QqFWxsbLL9Ds7rXEha69evh0ajgZubmzS/XGGIjY3FH3/8ASD9c7O1tc20TK1atdCtWzcAObfZvP4OIyIyNSZfiIiKiDVr1kAIgcaNG2eapNDR0RFdunSRljPUO++8I92wyc306dOliQ3Nzc1RoUIFBAYGIjU1FR4eHvjll1/g4uIiLa/RaLBlyxZ06tQJpUuXho2Njc5kjNpJlZ89e6azno4dOwIAli1bhj59+mDfvn25Tq7Zvn17yGQy7N+/H+3atcPWrVsRFhaWYxntjzaNRoOKFSvCy8sry3/vv/8+ACApKUn6Af+qevXqZfm6j4+P9P8ZJ6V/9OgRYmNjAUD6EZmV7CYuvnXrllTfwIEDs43d29tbmhA0JCQky7oaNmyY7frfffdduLu74/nz56hXrx6WLVuGO3fu5DgZaF4dP34cIr3nbaZ/GX/YX7x4EUB6m3V0dMyyLhcXF9StW1dn+Vfl1Obz0yZUKpU0sf0HH3yQx08hPcE1f/58NG3aFCVKlIClpaV0rGT8QfrqxKHa42XAgAEYN24cTpw4keebNq+b7I5H4L9jMuPxCEBKAudl3yUkJEg3jqZOnZpte/Hy8sLdu3cBGHYc5tWjR48wfvx41KlTB87OzjAzM5PakjYp+Op5V19vv/027O3ts3wvu882L4YNGwa5XI7Lly/j8uXLOu/9/PPPANLPmRUrVsxTvdrzQYsWLbJdJqf3jCEtLQ0rVqxAmzZt4OPjA2tra53vxIiICAA575vs2ra5uTk8PDwA5O/zLwjaY8vMzAzt2rXLc/mrV69i5MiRqF69OhwdHSGXy6XPbOTIkQAMb885MeZ3TlY3BQHjHDOGMOSaSV+GnH+1x3rdunVhZ2eXZdly5cqhVKlSBsWkvWbJanJ6fWn3r7m5eY7Xba1bt9ZZ/lWurq5S4uFVGa8ZY2JiTBKfjY0Nateunev6qlSpku2+8vT0BJC+P7P7zLXLZLedv/76K3r37o2yZcvCzs5O51y5Y8cOAAVz3APp39MZ11eiRAl06dIF9+/fh0wmw5dffpltQjW77/L8Xi9o91fdunWzPR+99dZb8PX1zfP2as/RrVu3hrW1dZ7LG+ry5cvSsdmqVatsl9O22WvXrkGpVGa5TF5/hxERmVrWj84SEVGh0mg0WL9+PQBke4E/YMAAbN26Fdu3b8fixYuzvSGWk6yeDs+OnZ2dtA65XA57e3uULVsWLVu2xKBBg+Dm5iYtm5ycjI4dO+o8tWVpaQlXV1dYWFgASL8IViqVmXpU9O3bF+fPn8fSpUuxbds26Ynl8uXLo02bNhg0aBDq1KmjU6ZRo0aYO3cupkyZgkOHDuHQoUMAgJIlS6JVq1bo379/picxtTca1Go1Xrx4oddnkN1N7eyeYMvYIyXjD4bIyEjp/zP+MHhVdj+iMt4kyVhXTrKLPac24OzsjK1bt6Jv3764efMmPv/8cwCAk5MTmjRpgl69eqF3797SPi1I2huTuf2w1Pbi0S7/qpy2Nz9tIjo6WtrHfn5+epXVunfvHlq2bKlzI8HW1hbOzs7STTttPK8eL/PmzcODBw9w/PhxLFy4EAsXLoSZmRlq1qyJDh06YNiwYQb9GM/N9u3bMXr06Czf27NnDxo0aGD0deoru+MR+O+YfPUHvPYJ8Lzsu/DwcGg0GgD6/6g35DjMi71796JPnz5ITU2VXnN0dJRu9KelpSEmJsbgnmz6fLYqlcqgugHA398fbdu2xcGDB7Fy5UqsWLECABAfH4/t27cDgEG9NfU5f2TXA9AYIiIi0KpVK51eKdbW1nB3d5eeko6MjIRGo8lx3xjStk1Ne2y5u7tne7M2O8uWLcPo0aOl40wmk8HJyQlWVlYA0p9mjo+PL5Cemcb6zimK+8yQayZ9GbK92uuYnK6HgPR98fTp0zzH5O7uDgDZPkCjD+3+dXd3l9pfVozRHoC8twljxefm5pZtsjAjfbbDkLag0Wjw8ccf6/RyMDc3h4uLi/TgTFxcHBQKRYH1yJbL5VIyG0g/V3t6euLdd9/FwIEDM/0GySi77/L8Xi/k5Xz06kM6uTHk+scYMrZBfb6bVSoVXr58KSXuMsrr7zAiIlNjzxcioiLgjz/+kG7EDhkyROcJLO0/7dP3iYmJ0lNgeZVd1/isjB8/HuHh4QgPD0dYWBju3buHQ4cOYcKECTqJFwD49ttvcfz4cdjY2GDRokUICQmBQqFAdHS0VIf2KaWselEsXrwYd+/exezZs9GuXTs4OzvjwYMH+PHHH1G3bt0shzqYMGECgoODsWjRInTp0gUlSpTAs2fPsG7dOrRo0QI9e/bUufDWDhdVqVKlbHtevPrv1R5Ihsq4zTk9iZldD5OMQ12Fh4frFfvAgQOzrCu3NtCqVSsEBwdjw4YNGDBgACpUqIC4uDgcOHAA/fr1Q61atfL8Qy8/9H1yNbvlctpeY7WJvD5d+8knn+DZs2fw9/fHzp07ER0djaSkJERERCA8PFzn8321TTg7O+PPP//EqVOnMHHiRDRs2BDm5ua4dOkSZsyYgQoVKuQ4VIOhUlJSsh0uLi0tTe96Mg6hlJKSkuvy2psRWQ29lB/afZaXfZfxODx79qxe7SW7YUHyci7OTnR0NAYOHIjU1FS0aNECf/31F5KTkxEXF4cXL14gPDwcO3fuzPd6Cpp22LctW7ZIN9e0/+/m5iYNQWKInPZvfp6Kz82YMWNw/fp1uLm5Yc2aNXj+/DlSUlIQGRkpfSdqbzwbs2dhUZLXz/f27dsICAiARqNBz549cf78eSgUCsTExEif2cKFCwEU7GeW3++coiqv10wFSd+eKYbu57fffhtA+tCd8fHxBtWhVdTbQ0FeIxWG1atXY+vWrTAzM8M333yD+/fvIzU1FS9fvpSO+x49egAouOO+VKlS0rrCw8Px+PFjnDt3DkuXLs0x8QJk//kZ63qhINtVcTiHFYcYiYj0weQLEVERsHr16jwtn5+hxwqCtrfKN998g4CAAJQuXTrTBXNuY42XL18eX3/9NX7//XdER0fjzJkz0lBrS5Yswf79+zOV8fHxQUBAAPbu3YsXL17g2rVrGDJkCID08ZKXL18uLevl5QUgfYiegnp6LjsZn4zLaaiP7N7Txg4Uzvj+dnZ26NevH9atW4d79+7h2bNnmDt3LqytrXV6xBQk7WeW21Ov2qRlxqcW9ZWfNuHm5ib1AHr8+LHe5Z4+fSoN+bB161b06NEj07j0+ozLr32S+e+//0ZsbCx++eUXVKtWDSkpKRg0aJDePXn0NXDgwGxvGGQ3XF5WtE8kA5mHVHuVQqGQnhg1ZP/mRLvv87LvMj59WRTm2fj9998RHx8PFxcXHDhwAE2bNs2UpCqIOR6MrUOHDihdujQSEhKk7xLtkGMDBw7M8anu7GjPHzkNU5PTe9qnZxUKRbbLxMXFZfm6UqnEnj17AKT35Pjkk090zuFA+o253IbXLK68vb0BpPduyMt5ddeuXVCr1ahcuTK2bduW5ZCRBdmeC+M7Jz/y0ya18nLNVJC0n3VuQ58ZOjSadp4njUaT5bWjPrQxRkZG6vQsfJWp2kNRj09f2nP+kCFDMH36dJQvXz5TT5zi8D32qvxeL+jzHQbkfh2VFe05Oi/XP8aQ8beQPt/N2h5QRESvAyZfiIhMLDIyUvpxuGvXLiQkJGT7Tztvyj///IM7d+6YMmwd2psV2U0g/fjxYzx48EDv+uRyOerXr49du3ahdOnSAIAjR47kWq5atWr4+eefpTGYM5bRvpaWloa9e/fqHYsxlC1bVprw9q+//sp2uezeq1q1qjTms/aHamHy9fXFxIkTpUnp9dkX+ZVxXP3sbijFxsbqjNOfV/lpE+bm5tJEtgcOHNC7XMYbe9kdL0ePHs1TLNbW1ujUqZN0w1ehUOhMTJvxRoapn7KvXbu2lJjNbfLcM2fOSE+P5vb0aV5ph0nLy75zcXFBlSpVABT8cajdZzntL21bqlixYpYT1wJ5b0vGok/8GZcdOnQoAGDlypU6879oX88r7fkj41CYr/rzzz+zfU97wyciIiLbG5vnzp3L8vXIyEjpBnl2x/jff/+d4030/DD18a49ttRqNQ4ePKh3OW17rlGjRrbDIOXUnvPS5rJSGN85+aFtk9klhzQaTbbzemQnp2umgqSdY+TixYvZJugePXpk0JBjQPqk29qhi+bMmaP3saYdJgr4rz2oVCqcOHEi2zLaNlnY7aGox6ev3H4/JCYmZnuuLcrye72Q8XyUkJCQ5TL37983aB4c7Tn6yJEjefoeyu93S+3ataU6jh07lu1y2jZbo0aNQhnmmIioMDD5QkRkYhs3boRSqYSTkxM++OAD2NvbZ/vvnXfeQaVKlQAUrd4vTk5OANInys3KV199lW3ZnJ7YMzMzk558zdi1P6cywH9DFGUsU7duXenH3eTJk3OdO8WYEzXKZDJp6JwVK1ZkOeHo/fv3sx1OztzcHIMGDQIArF+/Pteb1obGbsjnWlC6d+8Oc3NzKBQKzJ07N8tlZs+ejdTUVFhYWKB79+55Xkd+28TgwYMBpPdA+P333/Vap/ZYAbI+XhISEjBr1qwsy6pUKp2bQ6/K2Osh4z7KOFlrbGysXnEWFBcXF2ky1Z9++inbyXeFEJg3bx6A9AmLc5qc1RDafXfz5s08Pe09bNgwAOk3DnK7oZKfc4h2n+W0v7Rt6d69e1neQLly5Qq2bNlicAz5oU/8GQ0ZMgTm5uY4f/68NMxk06ZNUbFiRYPW37t3bwDpSY6sktopKSmYP39+tuVr1KgBIL0dZpWYTUlJwaJFi7Is6+joKCUYszrGVSoVJk+enOs2GMrUx3v58uXRpEkTAMCkSZP0HvZJ256vX7+e5Y29gwcP5vjwQl7b3KsK4zsnP7Rtcu/evVl+PuvXr8/2RmxR+m4HgG7dukEulyMpKQlLlizJcplvv/3W4PotLS2l749bt25hwIABuQ6PeevWLZ05F6tXry7dPJ81a5bOMFJav//+u5QY6NOnj8HxGqKox6ev3H4/zJw5M9vkQ1GXn+sF7fkoJSUF33//fZZlZsyYYVBcAwcOhJmZGaKjozFt2jS9y+X3u8XZ2Rlt27YFAMyfPz/LOfGuXr2K3bt3Ayi6bZaIyBBMvhARmZg2idK5c+dMQ2xkpWfPngCADRs25GuiY2PSzkcza9Ys7NmzR4orODgYffv2xY4dO7LtOl6vXj188cUX+Ouvv3SegAwLC8Pnn38u9Zhp37699F6XLl0waNAgHDx4UOcHwMuXLzFr1izpiaqMZWQyGVasWAErKys8efIE9erVw65du3Qu/kNDQ7Fp0ya0bt0aX375ZT4/FV2TJk2CjY0NXrx4gTZt2iAoKAhA+s29P//8E23bts326XUAmDp1KsqVKweVSoX3338fCxcu1EkWxMXF4dChQxgwYAAaN25sUIxz585Fu3btsHHjRp2bOKmpqdixY4d0szLj51pQfH19pQnev/vuO0ybNk3a17GxsZg6daoUz9ixY6VhFPIiv22iX79+aNSoEYQQ6N69O+bPny8NJaRWq/H48WMsWrRIp1yVKlWk3lyDBg3CpUuXpPfOnDmDZs2aZZuQePbsGSpUqIBZs2YhKChI5/i/du0aPv74YwDpw8Zpb34C6T94tZObrl271uTnjdmzZ8PS0hLh4eFo0qQJ/vjjD+nGmBACV65cQdeuXaVJoWfMmJHnibtz07x5c3z44YcAgFGjRuHrr7+W2rwQAmFhYVi1apWUpNEaMWKENH9Vv379MGXKFJ2ns5OTk/HXX39h1KhRKFeunMHxVa1aFUB6ckg7TN2r2rRpA7lcjpcvX+Kjjz6Shh9JS0vDjh070KZNmxwnQC5I2vhPnTqlVy9NLy8vdO7cWSoDAMOHDzd4/d27d5eeru/evTt2794t3Zy8ffs22rVrl+0E1ED6hL+NGjUCkH5+OXr0qFT+0qVLaNWqVbbl7e3tpZ4EY8eOxZ9//iklTW/cuIH27dvj4sWLRm/TWm+99ZZ0LbFq1SqT9H5ZsmQJrK2tcf/+fTRs2BCHDh2S5hNJTk7GuXPnMGLECJ2eLNrriJs3b+Kzzz6TbkYmJSXhp59+Qo8ePTLNN5dRXtvcqwrjOyc/tDcib9++jWHDhkmTycfHx2PRokUYMWJEpiEstQy5ZipIfn5+0rn1m2++wYIFC5CYmAggfS6rsWPHYs2aNVKPYUP06dMHEydOBADs2LEDtWrVwsaNG3WumxQKBY4dO4ZBgwahRo0auHHjhk4d2iTcqVOn0KNHDwQHBwNIH1pw8+bN0j5p0KCBNExuYSrq8elDe9z//PPPWLlypXQtEB4ejjFjxmDevHk5HvdFWX6uF3x9fTFy5EgA6QmoOXPmSEmoyMhIjBo1Cps2bdJ5oEdf5cuXx4QJEwAA8+bNw5AhQ3D//n3p/cjISGzfvh1du3bVKWeM75Zvv/0WFhYWePDgAdq2bSsNyabRaPD777+jffv2UKlUKFeuXL6uAYiIihxBREQmc+bMGQFAABAHDhzQq8y1a9ekMvv27ZNenzZtmgAgmjZtmqnMgAEDBAAxYMCAXOvX1j1t2jQ9t0KIx48fC09PT6msubm5cHJykv6ePXu2aNq0aZb1+vn5ScvJZDLh7Ows7OzspNcAiDFjxuiU0dal/efo6CgcHR11XuvRo4dQq9WZYj18+LBwc3OTljMzMxNubm7C1tZWp/yQIUN0yh0/flx6T5/P7/jx45ne27lzpzA3N5eWcXBwkNbr6+sr1q5dKwAIKyurLOt+9OiRqFGjhk6czs7Omba9fPnyeYpLS9uGtP9sbGyEq6urkMlk0muVK1cWz58/z/EzeFXGzy6n9b8qNTVV9OrVSyorl8uFi4uLkMvl0mt9+vQRaWlpmcrmpc0b2iaEECIyMlI0btw4Uxu2sLCQXuvcubNOmQMHDui0A1tbW2ldtra24ujRo1l+XsHBwTrxmJmZCVdXV2FpaSm9ZmlpKXbu3JkpzpkzZ0rLWFlZiVKlSgk/Pz/Ru3fvXD+fgrBv3z7h4OCgc85wc3MT1tbWOp/l1KlTs61DnzaV3XlHCCGSkpJEt27dMp1LrKyspL9r1KiRqVxkZKRo0aJFpnLOzs46x4q5uXmmstrz3dq1a3P8fJRKpahYsaJUl4uLi/Dz8xN+fn46+/fLL7/UicPJyUlqe2XKlBGbN2/O9rylPd/4+fllei+n7xOtnM6JL1++FB4eHtL77u7uUvxnzpzJsr6M7d7NzU0oFIocP6PcPHz4UJQqVUqn3Wu/lywtLcUvv/ySYxsKCgrSaaPW1tbSd5Onp6f47bffpPeCg4N1yl68eFHne8zKykqqy9zcXGzYsCHbtpDxOH+13oxyakuDBw/WOb+ULl1a+Pn5iXHjxknL5LT/hcj9+Mqtjfzxxx861wEWFhbCxcVFp73u3btXp8yHH36Y6fvNzMxMABB16tQRS5cuzTZmfdtcTueEgv7Oye0zz03//v0zfT7a2EaNGpVtDIZeM+W0TTl9jlo5tZGEhATRqFEjne8zFxcX6Rw6ZcoU0aRJEwFAzJkzx4BPK91PP/0knJ2ddbbV1tY2y9fmzZuXqfzChQt1zuvOzs4637nVqlUToaGhmcrps69zO9b1+Y4ryPiE0O+7QJ+2n117iYmJEZUqVdI55jJ+lw4fPjzf7TC3uPN6POr7e0CI/F0vpKSkiFatWmV7jHz55Zc5bn9O3xEqlUp89tlnOnHZ29vrXPc6OTllKmeM75Zt27bptFFHR0eda79SpUqJW7duZSpnjN9hRESmwp4vREQmtHr1agDp3e7btGmjV5lq1aqhcuXKOuVNzc/PDxcvXsTgwYPh4+MDIH0eio4dO+KPP/7A119/nW3Zbdu2Yfr06WjZsiXKlCmDtLQ0KJVK+Pn5oXfv3jh27BgWLlyoU2bp0qWYO3cu2rdvjwoVKkAIgZSUFPj4+KBTp07YvXs3du7cmeW48a1bt8aDBw8wZ84cNGrUCE5OToiNjYVcLkeVKlUwePBg7N+/H0uXLjXuhwSgR48euHjxInr27AkPDw+kpqbC09MTo0ePRlBQkPQEW3ZPe5YpUwYXL17Ehg0b0LFjR3h7eyMpKQlpaWkoU6YMunbtijVr1uDMmTMGxTds2DCsXLkSffr0QdWqVWFraytN6N24cWMsXrwYly9fzjR5dEGxtLTE9u3bsXv3brRr1w5ubm5ISEiAm5sb2rVrhz179mDLli35HhM6P23C3d0df/31FzZt2oR27drBw8MDSUlJcHFxQZ06dfDVV19h9uzZOmU6duyIkydPokOHDnB2doZKpYK7uzs++eQTXL58WZos+FW+vr7Yv38/xowZg/r168Pb2xuJiYkwNzdHlSpV8Nlnn+HGjRvo0aNHprKTJk3CkiVLULduXVhYWODZs2cICQkx2US2nTt3xv379zFt2jS89957cHR0RFxcHCwtLfH222/j008/xdWrVw0eVkMftra22L17N3799Vd07doVPj4+UCgUsLe3R/Xq1fHFF19g5cqVmcq5u7vj6NGj+OWXX9CjRw+UKlUKqampSElJga+vL9q1a4dly5blazJbc3NzHDt2DEOGDIG/vz+SkpIQEhKCkJAQ6QlxIP0J/Q0bNuDdd9+FjY0NlEolypcvj0mTJiEoKEg6Hxc2FxcXnDx5Eh9++CF8fX0RFxcnxZ/dGPMtWrSQntwfOHAgrKys8hVD2bJlceXKFYwdOxZlypSBEALW1tbo0aMHTp8+jU6dOuVYvmbNmjh//jw+/PBDlChRAhqNBu7u7vjss89w5coVacifrNSpUwfnz59Hr1694O7uDo1GAwcHB/Tq1QunT59Gv3798rVtufnf//6HwMBAqTfIkydPEBISIvXMKwxt2rTB/fv3MXnyZNSqVQs2NjZISUmBv78/2rZti59++gktWrTQKbN582YsXrwY1atXh5WVFdRqNapVq4Y5c+bgn3/+gb29fbbrM6TNvaqwvnMMtWbNGixZsgQ1a9aEjY0NNBoNGjZsiO3bt+d4zZKfa6aCYm9vj2PHjmH+/PmoXr06LC0tIYRA06ZNsWfPHsycOVPqpZOfHjDDhg3D48ePsXjxYrRv3x6lSpWStl97vl6yZAlCQkKk3gAZjRkzBhcvXsTHH3+MUqVKITk5GTY2Nqhfvz4WLlyI8+fPm+w8Wxziy42zszNOnz6NgIAA+Pv7w8zMDObm5mjWrBm2bt2KFStWmDrEfMnP9YK1tTUOHjwoHfPaY6Rx48bYsWMHvvvuO4PjMjMzw7Jly/D333/jo48+QunSpaFUKqVrsMGDB0vDf2VkjO+W3r174+bNmxg+fDjKlSuH1NRUmJubo2bNmpg+fTpu3Lgh/c4lInpdyIQw8cyrREREBCB93pHZs2ejRYsWOU5GSUT0url06ZI0yfCdO3cMnu8lL7Rzsxw/fhzNmjUr8PURkX4SExPh5uaGtLQ0nDx50uDhVImIiIhMjT1fiIiIioDIyEisWrUKwH9jYBMRvSm0T+63aNGiUBIvRFR0LVy4EGlpaXB1dcU777xj6nCIiIiIDMbkCxERUSH54Ycf8N133+HBgwfSpOepqan4/fff0aRJE0RERMDDwwODBg0ycaRERIXn999/x6ZNmwAA48ePN3E0RFTQEhIS8OGHH+LQoUPS8GIApOG/AgMDAQABAQGwtrY2TZBERERERsBhx4iIiApJQEAAlixZAiB9vGUnJyfEx8dLiRgnJyfs27ePw98Q0Wvv2bNnaNSoEZKTkxEZGQkgfT6kAwcOFFoMHHaMyDRiY2Ph4uIi/e3g4AAgPSmj1b17d2zbtg3m5uaFHh8RERGRsfBKhoiIqJAMGDAAZmZmOHnyJEJDQxEdHQ0bGxuUKVMGbdu2xejRo+Hr62vqMImICpxKpUJISAhkMhlKliyJHj16YObMmaYOi4gKgb29PZYtW4YjR47gxo0biIyMREpKCry9vVG3bl30798f3bt3lxKkRERERMUVe74QEREREREREREREREZEed8ISIiIiIiIiIiIiIiMiIOO5YDjUaDsLAwODg4sMszEREREREREREREdEbTgiBhIQE+Pj4QC7Pvn8Lky85CAsLQ6lSpUwdBhERERERERERERERFSFPnz5FyZIls32fyZccODg4AEj/EB0dHU0cDQGAUqnE4cOH0aZNG1hYWJg6HKJssa1SccM2S8UF2yoVR2y3VFywrVJxxHZLxQnbKxU3bLNZi4+PR6lSpaT8QXaYfMmBdqgxR0dHJl+KCKVSCVtbWzg6OvKApyKNbZWKG7ZZKi7YVqk4Yrul4oJtlYojtlsqTtheqbhhm81ZblOVZD8gGREREREREREREREREeUZky9ERERERERERERERERGxOQLERERERERERERERGREXHOFyIiIiIiIiIiIiKiQiaEgEqlglqtNnUoWVIqlTA3N4dCoSiyMRYEMzMzmJub5zqnS26YfCEiIiIiIiIiIiIiKkRpaWl4/vw5kpOTTR1KtoQQ8PLywtOnT/OdiChubG1t4e3tDUtLS4PrYPKFiIiIiIiIiIiIiKiQaDQaBAcHw8zMDD4+PrC0tCySyQ2NRoPExETY29tDLn8zZjARQiAtLQ2RkZEIDg5GhQoVDN52Jl+IiIiIiIiIiIiIiApJWloaNBoNSpUqBVtbW1OHky2NRoO0tDRYW1u/MckXALCxsYGFhQVCQkKk7TdEkfzE/P39IZPJMv377LPPAKRnnwIDA+Hj4wMbGxs0a9YMN2/e1KkjNTUVn3/+Odzd3WFnZ4dOnTrh2bNnptgcIiIiIiIiIiIioteaEAIKpRpqjTB1KMXGm5TQKG6MsW+KZM+XCxcu6Ezgc+PGDbRu3Ro9e/YEAMybNw8LFy7EunXr8NZbb2HWrFlo3bo17t69CwcHBwBAQEAADhw4gG3btsHNzQ3jxo1Dx44dcenSJZiZmZlku4iIiIiIiIiIiIiKOiEEUlWaf/+pkarM8P8qzb9/q/9bRqmGUp2edKnq64jqJZ1NuwFERUCRTL54eHjo/P3dd9+hXLlyaNq0KYQQWLx4MSZPnoxu3boBANavXw9PT09s2bIFw4cPR1xcHFavXo2NGzeiVatWAIBNmzahVKlSOHr0KNq2bVvo20RERERERERERERU2PRNpKRJy2iQptIYvL77LxJRxdsR5mbs1UFvtiKZfMkoLS0NmzZtwtixYyGTyfDo0SOEh4ejTZs20jJWVlZo2rQpTp8+jeHDh+PSpUtQKpU6y/j4+KBq1ao4ffp0tsmX1NRUpKamSn/Hx8cDAJRKJZRKZQFtIeWFdj9wf1BRx7ZKxQ3bLBUXbKtUHLHdUnHBtkrFEdstFSeF3V6fvkzG5SexUKo1EIU4ElhqmhoPwuNQroR94a20mFEqlRBCQKPRQKMxPNFV0MS/DUcb65tEo9FACAGlUplpJC19j+Ein3zZt28fYmNjMXDgQABAeHg4AMDT01NnOU9PT4SEhEjLWFpawsXFJdMy2vJZmTNnDqZPn57p9cOHDxfpiY/eREeOHDF1CER6YVul4oZtlooLtlUqjthuqbhgW6XiiO2WipPCbK8W//4rbHcjgLsmWG9xYW5uDi8vLyQmJiItLc3U4eQqISEh0732V/Xp0wc//vhjIUVU8NLS0pCSkoKTJ09CpVLpvJecnKxXHUU++bJ69Wq0a9cOPj4+Oq/LZDKdv4UQmV57VW7LfP311xg7dqz0d3x8PEqVKoU2bdrA0dHRgOjJ2JRKJY4cOYLWrVvDwsIUXx1E+mFbpeKGbZaKC7ZVKo7Ybqm4YFul4ojtloqTwmqvKrUGf96NRFyyaXuENSjnBl8XG5PGUFQpFAo8ffoU9vb2sLa2NnU42RJCICEhAQ4ODggNDZVe37FjB6ZNm4bbt29Lr9nY2OjcQ1cqlcX6vKxQKGBjY4MmTZpk2kfaEbNyU6STLyEhITh69Cj27Nkjvebl5QUgvXeLt7e39HpERITUG8bLywtpaWmIiYnRychFRESgQYMG2a7PysoKVlZWmV63sLAo1g3ldcR9QsUF2yoVN2yzVFywrVJxxHZLxQXbKhVHbLdUnBR0e730NBpxCg0gN8t94QJ0PyoF/iX4QHtW1Go1ZDIZ5HI55HI5hBB696YwNltb22w7LGiHGpPJZDqdI5ydnXVee/z4MXx9fbF9+3b8+OOPOHv2LJYvX46QkBDs27cPV65ckcouXrwYixcvxuPHj6XX1q5di3nz5iE4OBj+/v744osvMHLkSONvbB7I5XLIZLIsj1d9j98inXxZu3YtSpQogQ4dOkivlSlTBl5eXjhy5Ahq1aoFIL0L0IkTJzB37lwAQJ06dWBhYYEjR46gV69eAIDnz5/jxo0bmDdvXuFvCBEREREREREREVEBexSZiEeRSaYOAwAQmZCKqMRUuNtnftiddCUnJ8Pe3jRz5CQmJsLOzs4odX355Zf4/vvvsXbtWlhZWWHlypW5lvn5558xbdo0LFu2DLVq1UJQUBCGDh0KOzs7DBgwwChxmUqRTb5oNBqsXbsWAwYMgLn5f2HKZDIEBARg9uzZqFChAipUqIDZs2fD1tYWffv2BQA4OTlh8ODBGDduHNzc3ODq6orx48ejWrVqaNWqlak2iYiIiIiIiIiIiKhAxCUrcfFxjKnD0HHneQIaVWDy5U0REBCAbt265anMzJkz8f3330vlypQpg1u3buGnn35i8qWgHD16FE+ePMGgQYMyvTdx4kSkpKRg5MiRiImJQb169XD48GE4ODhIyyxatAjm5ubo1asXUlJS0LJlS6xbtw5mZqbtbkdERERERERERERkTCq1BqceREKlEaYORcfTmGQkpqpgb1Vkb0MXCba2tkhMTDTZuo2lbt26eVo+MjIST58+xeDBgzF06FDpdZVKBScnJ6PFZSpGb/Xx8fG4d+8eSpYsKc3PYog2bdpAiKxPFjKZDIGBgQgMDMy2vLW1NZYuXYqlS5caHAMRERERERERERFRUXc++CXiU1SmDiMTIYC74fGo4+dq6lCKNJlMZrShv0zp1W3QzmeTkVKplP5fO6fMzz//jHr16uks9zp0opAbUujw4cMYNGgQgoKCdF5fvnw5PD09Ua9ePZQsWRLjx483SpBERERERERERERElNmDiAQ8jjbNZO36eBiRhFSV2tRhkAl4eHggPDxcJwFz5coV6f89PT3h6+uLR48eoXz58jr/ypQpY4KIjcug5MuqVauwfft2lC9fXnrt1q1b+Pzzz6FWq1G/fn04Ojpi0aJFOHDggNGCJSIiIiIiIiIiIqJ0L5PScCmkaM3z8iqVRuBBhGmG1CLTatasGSIjIzFv3jw8fPgQ//vf/3Dw4EGdZQIDAzFnzhwsWbIE9+7dw/Xr17F27VosXLjQRFEbj0HJl8uXL6NWrVo6c6ysXbsWQgisW7cO//zzD4KCgmBlZYUff/zRaMESEREREREREREREZCm0uDvB1FQa0wdSe7uvUiApojNR0MFr3Llyvjxxx/xv//9DzVq1MD58+czjZY1ZMgQrFq1CuvWrUO1atXQtGlTrFu37rXo+WLQnC8vXrzINHnO0aNH4ezsjA8//BAA4OfnhyZNmuDmzZv5j5KIiIiIiIiIiIiIJOeCo5GoKHrzvGQlJU2Dx9FJKOthb+pQyAgGDhyIgQMHSn/7+/tnO3/7iBEjMGLECJ3XJk2apPN337590bdvX6PHaWoG9XwxNzdHWlqa9HdiYiJu3LiBxo0bQy7/r0oPDw9ERkbmP0oiIiIiIiIiIiIiAgDcDU/A05cppg4jT+6EJ5g6BKJCZVDyxd/fH5cuXZL+/u2336BWq9G6dWud5aKjo+Hm5pa/CImIiIiIiIiIiIgIABCVmIqgJ0V7npesxCYr8TyueCWMiPLDoOTLhx9+iKdPn6J79+744YcfMG7cOFhaWqJLly7SMkIIXLp0CWXLljVWrERERERERERERERvrFSVGv88iEJxnT7lznP2fqE3h0HJl88//xzvvfce9u7di4CAAISHh+O7776Dr6+vtMyff/6JyMhING/e3GjBEhEREREREREREb2pzjyMRlKq2tRhGOx5nAKxyWm5L0j0GjA3pJCtrS1OnTqFU6dOISIiAjVr1kSFChV0ljEzM8OiRYvwwQcfGCVQIiIiIiIiIiIiojfVzbA4hMUqTB1Gvt1+noD3ynGqCnr9GZR82b9/PywsLNCuXbtsl2nWrBmaNWtmaFxEREREREREREREBCAiQYHrz+JMHYZRhEQnoWYpZ9hYmpk6FKICZdCwY127dsUPP/xg7FiIiIiIiIiIiIiIKAOFUo3TD6KL7Twvr9II4O4Lzv1Crz+Dki8eHh5wcXExdixERERERERERERE9C8hBM48jEZyWvGd5yUrDyISoVRrTB0GUYEyKPnSrFkznD9/HkK8JulWIiIiIiIiIiIioiLmZlg8nscV/3leXpWm0uBRZJKpwyAqUAYlX2bOnImoqCiMGTMGCsXrd/ATERERERERERERmdKLeAWuh74e87xk5U54PB/up2w1a9YMAQEB0t/+/v5YvHixyeIxhLkhhbZu3Yr27dtj6dKl2LZtG1q1aoXSpUvD2to607IymQxTp07Nd6BEREREREREREREb4KUNDX+eRCF1zk3kZSqxtOXKSjtZmvqUKgYuHDhAuzs7EwdRp4YlHwJDAyETCaDEAIRERHYsmVLtssy+UJERERERERERESkHyEE/nkQBYXy9Z8T5XZ4PJMvpBcPDw9Th5BnBiVf1q5da+w4iIiIiIiIiIiIiN54V5/FISIh1dRhFIroxDREJChQwiHziEpvEiGA5GTTrNvWFpDJ9F++WbNmqFatGszMzLB+/XpYWlpi5syZ+OijjzBq1Cjs2rULJUqUwLJly9CuXTsAwK1btzB+/HicPHkSdnZ2aNOmDRYtWgR3d3cAQFJSEj799FPs2bMHDg4OGD9+fKb1+vv7IyAgQBqKbOHChVi7di0ePXoEV1dXfPDBB5g3bx7s7e0BAOvWrUNAQAC2b9+OgIAAPH36FI0aNcLatWvh7e2dvw9NTwYlXwYMGGDsOIiIiIiIiIiIiIjeaGGxKbgVFm/qMArVnecJb3zyJTkZ+DdnUOgSE4G8jua1fv16TJw4EefPn8f27dvx6aefYt++fejatSsmTZqERYsWoV+/fnjy5Ani4uLQtGlTDB06FAsXLkRKSgq+/PJL9OrVC3/++ScAYMKECTh+/Dj27t0LLy8vTJo0CZcuXULNmjWzjUEul+OHH36Av78/goODMXLkSEycOBE//vijtExycjIWLFiAjRs3Qi6X4+OPP8b48eOxefNmQz6qPDMo+UJERERERERERERExpOUqsKZh9GmDgMAoEwDFClyKJJkSEmWIzXl3/8mp/9XkSyT3lekpP+tfd3BWYNPJryEjZ1+E9aExqYgXqGEo7VFAW8VGUuNGjUwZcoUAMDXX3+N7777Du7u7hg6dCgA4JtvvsHy5ctx7do1/P7776hduzZmz54tlV+zZg1KlSqFe/fuwcfHB6tXr8aGDRvQunVrAOnJnZIlS+YYg7YHDACUKVMGM2fOxKeffqqTfFEqlVixYgXKlSsHABg1ahRmzJhhlM9AH/lKvqhUKvz666+4cOECoqKiUK9ePQwaNAgAEBYWhqioKFSpUgXm5szxEBEREREREREREWVFo0mf5yVVZbx5XqLCzfDghpVOYkSRLIci5d//Jsuk97TJFe0yalUexqHKQgkfFXoMi9NrWSGAu+EJeMffNV/rLM5sbdN7oJhq3XlVvXp16f/NzMzg5uaGatWqSa95enoCACIiInDp0iUcP35cGg4so4cPHyIlJQVpaWl47733pNddXV1RsWLFHGM4fvw4Zs+ejVu3biE+Ph4qlQoKhQJJSUmw+7crj62trZR4AQBvb29ERETkfYMNZHBW5MSJE+jXrx9CQ0MhhIBMJoNSqZSSL8eOHcPAgQOxY8cOdO/e3WgBExEREREREREREb1Ogp7GIioxzWj1Pb5ngcChnlCmyvNVj4WVBja2AlY2Aja2mvT/2mmkv61tBay1/7XRIDbaDPvXO+HgNge06ZkARxf9kknBkUmo5usEawuzfMVbXMlkeR/6y5QsLHR7KclkMp3XZP9OIqPRaKDRaPDBBx9g7ty5merx9vbG/fv387z+kJAQtG/fHiNGjMDMmTPh6uqKv//+G4MHD4ZSqcwxTiH065FlDAYlX65fv4727dtDrVZj9OjRaNiwIXr27KmzTPfu3TFy5Ejs3r2byRciIiIiIiIiIiKiLDx9mYy74QlGqy9NIcPyQDcoU+XwKqWEd2mVToLE2u7f/9r+m1D597/WNhkSKf/+bZbHu8caDXDtjA0e37PEgY2O+OiLWL3KqTQCDyISUdXXKe8bTEVa7dq1sXv3bvj7+2c5Qlb58uVhYWGBs2fPonTp0gCAmJgY3Lt3D02bNs2yzosXL0KlUuH777+HXJ6eYNyxY0fBbYSBDEq+zJgxA6mpqTh8+DBatGiR5TK2traoXLkygoKC8hUgERERERERERER0esoQaHE2UfGnedl+3InPHtkCSdXNaatfKF37xNjkMuBniNiMX9sCRzZbY/2fRLg4qHWq+y9Fwmo7O0IM3n+hjyjouWzzz7Dzz//jD59+mDChAlwd3fHgwcPsG3bNvz888+wt7fH4MGDMWHCBLi5ucHT0xOTJ0+WkipZKVeuHFQqFZYuXYoPPvgA//zzD1asWFGIW6Ufg/qdnThxAvXr18828aJVunRphIWFGRQYERERERERERER0etK/e88L0q18YZBun7OGoe2OwIAhk2JLtTEi1aN9xSoUC0VylQ59q1z1LucQqlBcFRSAUZGpuDj44N//vkHarUabdu2RdWqVTF69Gg4OTlJCZb58+ejSZMm6NSpE1q1aoVGjRqhTp062dZZs2ZNLFy4EHPnzkXVqlWxefNmzJkzp7A2SW8G9XyJj4+Hr69vrsulpqZCrdYvs0lERERERERERET0prj8JAYvk5S5L6inhDg5fpqVPml9q+4JqNlAYbS680ImA3qNiMW3n3ni+C/26PhRPDx89LtHfCc8HuVLZJ6YnYqOv/76K9Nrjx8/zvRaxrlVKlSogD179mRbp729PTZu3IiNGzdKr02YMCHHdYwZMwZjxozRea1fv37S/w8cOBADBw7Ueb9Lly6FOueLQT1fvL29cfv27VyXu3HjBvz8/AxZBREREREREREREdFrKSQ6CfdfJBqtPiGANXNdERNpDm8/Jfp+Hmu0ug1RpU4qqr6TArVKhj2r9Z/HJT5FhdDYlAKMjKjwGJR8adOmDW7evIm9e/dmu8y6desQEhKCDh06GBwcERERERERERER0eskIVWJc8EvjVrn3wftcP5PW5iZCXw2PQpW1oX3dH92eg6PAwCcOmiHsMf6D8B053l8QYVEVKgMSr5MmjQJ9vb26NOnD6ZOnYqLFy8CAJKTk3Hjxg3MmjULI0eOhJubG8aOHWvUgImIiIiIiIiIiIiKqzMPX0JlxHleIsLMsG6BCwCg+9A4lKlkvKHM8qN81TTUbpQMoZFh18/69355EZ+Kl0lpBRgZUeEwKPni5+eH3377DS4uLvj2229Rr149yGQy7Ny5EzVq1MA333wDBwcH/PLLL/Dy8jJ2zERERERERERERETFUlyy8ZIjGjWwYrobFMlyvFVdgQ/6Fa1eIz3+7f1y7pgdHt+z0Lsce7/Q68Cg5AsANGrUCPfu3cPChQvRrl07VK5cGW+99RZatGiBOXPm4O7du2jQoIExYyUiIiIiIiIiIiIqlh5HJRm9zgObHHH3qjWsbTX4NDAacjOjryJf/CooUb9V+nbv+slZ73JPXiYjKVVVQFERFQ79B9vLgoODAwICAhAQEGCkcIiIiIiIiIiIiIheL3HJSgQ9iYWVEesMvmOB3SvTh/PqPzYGJXzURqzdeLoPjcO5P20R9I8N7t+wRIWquQ8pphHA3RcJqF3apRAiJCoYBvd8ISIiIiIiIiIiIqKcpak0OHk/EiqN8eZ5SVXI8OM0d6jVMrzTPBlNOhi/V42x+Pip0KR9enw7VzjrXe5hRCLSVJoCioqo4BnU8+XJkyd6LWdpaQkXFxdYWRkzp0tERERERERERERU9AkhcPphFBIUxh1Ca9syZ4SFWMDZXYXBX72ETGbU6o2u66A4/H3IDjcvWuPmJSu8XSc11zJKtcDDyERU9nYshAiJjM+g5Iu/vz9keh7RMpkMFStWxEcffYRx48YxEUNERERERERERERvhGvP4hAWqzBqnVfPWOPwLgcAwPApL+HgVPR7h3j4qNGiSyKO7HLAzhXOqLLyhV4Jo3svElDR0wFyeRHPLhFlwaDkS5MmTaBUKnHmzBkAgJubG0qXLg0hBJ49e4aoqCgAQP369REVFYX79+9j6tSp2LdvH/766y/Y2toabwuIiIiIiIiIiIiIipinL5NxMyzeqHUmxMqxcpYbAKBNzwRUr2/cxE5B6jwwDicO2OH+dStcOW2NWg1zjz0pVY0nL5Ph725XCBGa3pZz+o04ZSx965XO0/LNmjVDzZo1sXjx4oIJKAsDBw5EbGws9u3bV2jrNBaD5nz59ddfoVKpUKdOHfz555+IjIzEpUuXcPnyZURERODPP//EO++8A5VKhcuXLyM4OBgtW7bEpUuXsHDhQmNvAxEREREREREREVGREZesxJlH0UatUwhg1RxXxEabwcdfiT6fxRq1/oLm4q5B6x6JAICdPzlDo2eHnTvhxk1g0etnx44dqFmzJmxtbeHn54f58+dnWubEiROoU6cOrK2tUbZsWaxYsaLA4zIo+TJ16lQ8evQIR48eRbNmzTK936xZM/zxxx8IDg7G5MmT4evri82bN8PBwQG7du3Kb8xERERERERERERERVKaSoOT9yOhUguj1nvyNztcPGELM3OBz6ZHwdLauPUXhg/6x8PaVoOQe5a4cNxGrzIvk5R4EV98evhQ4Tp48CA++ugjjBgxAjdu3MCPP/6IhQsXYtmyZdIywcHBaN++PRo3boygoCBMmjQJX3zxBXbv3l2gsRmUfNm1axeaN28OJyenbJdxdnZG8+bNsWfPHgCAh4cHateujYcPHxoWKREREREREREREVERJoTA6YdRSFCojFrvi2fm2LDQBQDQc1gs/CsqjVp/YXFw0qBdnwQAwK6VztCo9St3+zl7vxRFaWlpmDhxInx9fWFnZ4d69erhr7/+AgDExcXBxsYGhw4d0imzZ88e2NnZITExvRdUaGgoevfuDRcXF7i5uaFz5854/Pix3jFs3LgRXbp0wYgRI1C2bFl06NABX375JebOnQsh0hOUK1asQOnSpbF48WJUrlwZQ4YMwaBBg7BgwQKjfA7ZMSj5EhUVhZSUlFyXS0lJkeZ/AQBPT0+o1XoeUURERERERERERETFyLVncQiLNW4vDbUKWD7dDYpkOSrVUqDDRwlGrb+wte8TDztHNcJCLPDPH/rN5RIWq0BcSvFMOL3OPvnkE/zzzz/Ytm0brl27hp49e+L999/H/fv34eTkhA4dOmDz5s06ZbZs2YLOnTvD3t4eycnJaN68Oezt7XHy5En8/fffsLe3x/vvv4+0tDS9YkhNTYW1tbXOazY2Nnj27BlCQkIAAGfOnEGbNm10lmnbti0uXrwIpbLg2pVByZdy5crh2LFjuHfvXrbL3Lt3D8eOHUO5cuWk154/fw53d3dDVklERERERERERERUZD19mYybYcbvobF/gyPuX7eCjZ0GI76JhtzM6KsoVLb2Ah98nP457V7lBJWe977vsPdLkfLw4UNs3boVO3fuROPGjVGuXDmMHz8ejRo1wtq1awEAH330Efbt24fk5GQAQHx8PH777Td8/PHHAIBt27ZBLpdj1apVqFatGipXroy1a9fiyZMnUg+a3LRt2xZ79uzBsWPHoNFocO/ePSxevBhAej4CAMLDw+Hp6alTztPTEyqVSqfziLEZlHz57LPPoFAo0LhxY8yfPx/BwcFQKpVQKpUIDg7G/Pnz0aRJE6SmpmLkyJEAAIVCgaCgINSuXVuvdYSGhuLjjz+Gm5sbbG1tUbNmTVy6dEl6XwiBwMBA+Pj4wMbGBs2aNcPNmzd16khNTcXnn38Od3d32NnZoVOnTnj27Jkhm0xERERERERERESUpbhkJc48ijZ6vQ9vWWLP6vSpHwaOfwkP79djVKHWPRPh5KpGZJg5/jpgr1eZx9FJUChfj+1/HVy+fBlCCLz11luwt7eX/p04cUKaeqRDhw4wNzfH/v37AQC7d++Gg4OD1Avl0qVLePDgARwcHKTyrq6uUCgUek9fMnToUIwaNQodO3aEpaUl6tevjw8//BAAYGb2X6ZSJpPplNMOSfbq68ZkbkihTz/9FHfu3MHSpUvx1Vdf4auvvpKC1AYthMBnn30mJV9CQkLQt29fdO/ePdf6Y2Ji0LBhQzRv3hwHDx5EiRIl8PDhQzg7O0vLzJs3DwsXLsS6devw1ltvYdasWWjdujXu3r0LBwcHAEBAQAAOHDiAbdu2wc3NDePGjUPHjh1x6dIlnQ+eiIiIiIiIiIiIyBBpKg1O3o+ESi2MWq8iRYblgW7QqGWo1zIJDd9PNmr9pmRtI9B5YBw2LHTFvrWOaNI+CZbWOX9+ag1w70UCqpd0LpwgKUcajQZmZmZZ3mu3t09PqFlaWqJHjx7YsmULPvzwQ2zZsgW9e/eGubm5VEedOnUyDU0GpM8hrw+ZTIa5c+di9uzZCA8Ph4eHB44dOwYA8Pf3BwB4eXkhPDxcp1xERATMzc3h5uaWp+3OC4OSLwCwZMkS9OrVC8uXL8eZM2cQFhYGAPD29kaDBg0wbNgwNGnSRFq+YsWKWL58uV51z507F6VKlZK6JwH/fVBAemJn8eLFmDx5Mrp16wYAWL9+PTw9PbFlyxYMHz4ccXFxWL16NTZu3IhWrVoBADZt2oRSpUrh6NGjaNu2raGbTkRERERERERERAQhBE4/jEKCQmX0urf84IznTyzg4qHCoIkxKMAH9E2iRZdE/LbFEdHh5ji6xx7t++Y+l839F4mo4u0IczODBnQiI6pVqxbUajUiIiLQuHHjbJf76KOP0KZNG9y8eRPHjx/HzJkzpfdq166N7du3o0SJEnB0dMxXPGZmZvD19QUAbN26Fe+99x5KlCgBAHjvvfdw4MABneUPHz6MunXrwsLCIl/rzYnByRcAaNiwIRo2bGisWCT79+9H27Zt0bNnT5w4cQK+vr4YOXIkhg4dCgAIDg5GeHi4ziQ5VlZWaNq0KU6fPo3hw4fj0qVLUCqVOsv4+PigatWqOH36dJbJl9TUVKSmpkp/x8enjyOoHVKNTE+7H7g/qKhjW6Xihm2Wigu2VSqO2G6puGBbpeKI7ZZM7WZYHMJeJum3sEat+98cBP1jg2N700f3GTE1EvYOSkBjaJRFk4U50O2TGPw8xwP7Nzii+QdxsLHLufdLapoaD8LjUK6EfkOVFVVKpRJCCGg0Gmg0/+1YIQp3J2dcd1YyjnKlXVb7/+XLl0ffvn3Rv39/zJ8/H7Vq1UJUVBSOHz+OqlWron379gCAxo0bw9PTEx999BH8/f3x7rvvSnX16dMH8+fPR+fOnREYGIiSJUviyZMn2Lt3L8aPH4+SJUtCCKGz/ldFRUVh165daNasGRQKBdatW4edO3fi+PHjUplhw4Zh2bJlGDNmDIYMGYIzZ85g9erV2Lx5c7b1ajQaCCGgVCoz9ezR9zsnX8mXgvLo0SMsX74cY8eOxaRJk3D+/Hl88cUXsLKyQv/+/aUuQllNkhMSEgIgfRIdS0tLuLi4ZFrm1S5GWnPmzMH06dMzvX748GHY2toaY9PISI4cOWLqEIj0wrZKxQ3bLBUXbKtUHLHdUnHBtkrFEdstmZJdXpePupnj+7Gxlvh5VnMAQKdOD1Cv9E0gwsDgirj368rwm08LhIXZ48+1KejV616uZe5GAHcLIbaCZG5uDi8vLyQmJiItLU16vUMl50KNQ9v5IDcJCem9klQqFdLS0qRyixcvxoIFCzBu3Dg8f/4crq6ueOedd9C4cWOdurt27YqlS5di4sSJmdZ54MABBAYGonv37khMTIS3tzeaNm0qxadUKqFSqbKNNSEhAevWrcPEiRMhhMA777yDAwcOoFKlSlIZNzc37NixA5MmTcKPP/4ILy8vfPfdd2jdunW29aalpSElJQUnT56ESqXbsy05Wb8hAGVCm74ykEqlQnR0tE6PkVeVLl06T3VaWlqibt26OH36tPTaF198gQsXLuDMmTM4ffo0GjZsiLCwMHh7e0vLDB06FE+fPsWhQ4ewZcsWfPLJJ5niat26NcqVK4cVK1ZkWm9WPV9KlSqFqKiofHd7IuNQKpU4cuQIWrduXaBdwojyi22Vihu2WSou2FapOGK7peKCbZWKI7ZbMpX4FCWO3YnI2zwvGjXsom4iyf1tQJ71fNRCAAu/LIHLf9uhZNk0zFwdBksr484lU9ScPmyH/wWWgK29Got3PYOdY+69PxqUc4Ovi00hRFcwFAoFnj59Cn9/f1hbW5s6nGwJIZCQkAAHB4cCnZi+KFIoFHj8+DFKlSqVaR/Fx8fD3d0dcXFxOeYNDO75cvToUcyaNQtnz57NsZuNTCbLlBnKjbe3N6pUqaLzWuXKlbF7924A6RPkAOm9WzImXyIiIqTeMF5eXkhLS0NMTIxO75eIiAg0aNAgy/VaWVnBysoq0+sWFhb8Ai9iuE+ouGBbpeKGbZaKC7ZVKo7Ybqm4YFul4ojtlgpTmkqD08GRUAk5YMjUI3KzbJMvx/fZ4fLfdjC3EBg5PRqWNq//3Cb12yjwy8Y0PHtoiV+3OqP3p3G5lrkflQL/EsX3YXm1Wg2ZTAa5XA65vOjuY+2QXNpY3yRyuRwymSzL7xd9v28MSr78+uuv6Nq1K9RqNVxcXFC2bFnY2xtvnL2GDRvi7l3dzmP37t2Dn58fAKBMmTLw8vLCkSNHUKtWLQDp3YBOnDiBuXPnAgDq1KkDCwsLHDlyBL169QIAPH/+HDdu3MC8efOMFisRERERERERERG9GYQQOP0wCgmKvD1sro/wJ+bYtDj9IfJeI2LhV+HNmMtILgd6DovDoi898Md2B7zfOwFOrjn3folMSEV0Yirc7DM/SE9UVBiUfJk+fTo0Gg0WL16Mzz77LNOEM/k1ZswYNGjQALNnz0avXr1w/vx5rFy5EitXrgSQnmkLCAjA7NmzUaFCBVSoUAGzZ8+Gra0t+vbtCwBwcnLC4MGDMW7cOLi5ucHV1RXjx49HtWrV0KpVK6PGS0RERERERERERK+/66FxCItVGL1etQr4cbobUhVyVKmjQLs+CUZfh6HkMkAuk0H273/l8n//K/37t2eEDDCTyxCbrESqKm8Tx9dpkoKyVVLx6JYV9m9wRL+A2FzL3H6egEYVmHyhosug5MvNmzfx3nvv4YsvvjB2PACAd955B3v37sXXX3+NGTNmoEyZMli8eDE++ugjaZmJEyciJSUFI0eORExMDOrVq4fDhw/DwcFBWmbRokUwNzdHr169kJKSgpYtW2LdunVGTxYRERERERERERHR6+3py2TcCNVvgvK82rfOEQ9vWsHWXoMR30TDGCM8OdlYoKqv478JE1nmJMq/CZP093TfN9O+L8/7PB/PYpJx8l5UnsrIZEDP4XGYO7oEju1xQPu+CXAroc6xzNOYZCSmqmBvZfDMGkQFyqCWaW9vL82tUlA6duyIjh07Zvu+TCZDYGAgAgMDs13G2toaS5cuxdKlSwsgQiIiIiIiIiIiInoTxCUrceZRdIHU/eCGJfatdQIAfDLxJdw8c0466EMmA+qVdYW7CYblKuliC18XG4TGpOSpXLV3FahUS4E7QdbYt8YRg7+KyXF5IYC74fGo4+ean3BNSghh6hAoG8bYNwblUFu1aoXLly9LE+4QERERERERERERvY7SVBqcvB8Jldr4N8oVyTL8GOgGjVqGBm2S0KBNslHqrejlYJLEi1ZdPxeY57HXjEwG9BoeBwA4ccAeL57l3m/gYWQS0vI4xFlRoJ2wPTnZOPubjE+7b7T7yhAG9XyZO3cu3nnnHYwbNw4LFizgMF5ERERERERERET02hFC4PTDKCQoVAVS/6YlLnjxzAJunioMnPDSKHU6WJujuq+TUeoylJ2VOd72dcTVp3F5KlexZiqq10/BtbM22L3KCSMDc+5tpFIL3I9IwNs+pt3evDIzM4OzszMiIiIAALa2tpDJ8j7EW0HTaDRIS0uDQqGA3Bhj4RUDQggkJycjIiICzs7O+cp9GJR8Wbt2Ldq1a4cffvgBv/76K5o1a4aSJUtm2UBkMhmmTp1qcIBEREREREREREREpnA9NA5hsYoCqfvSSRsc/8UeMpnA8G+iYedgnJ419cq4wtzM9DfKK3s5IjgqCfEpeUtc9RoRi2tnbXD6D1t06h+PkmWVOS5/Mywefm52xW7uFy8vLwCQEjBFkRACKSkpsLGxKZLJoYLk7Ows7SNDGdQiAwMDIZPJIITAw4cP8fDhw2yXZfKFiIiIiIiIiIiIipunL5NxIzS+QOqOjZbj59npc5W075uAt+ukGqXeCp72KOFobZS68ksul+Edf1ccu5235EKZSkq80ywZF/6yxa6VTgj4LirH5VVqgfPB0WhRqWDnKDc2mUwGb29vlChRAkplzgkmU1EqlTh58iSaNGmSr+G3ihsLCwujjPZlcM8XIiIiIiIiIiIiotdRXIoSZx7lPOSVoYQAfv7WDQmxZihdPg09h8capV47KzPULOVslLqMxdPRGv7utngclbe5TXoMi8PFEza48Jctgu9YoEylnJMT4XGpeBCRiPIl7PMTrkmYmZkV2Wk9zMzMoFKpYG1t/UYlX4zFoOTLgAEDjB0HERERERERERERkcmlqTQ4eS8SKrVxhgF71bF9Drhy2gYWlgIjp0fDwtI49b7j7wqLIjDc2Ktql3ZBaEwKlHn4PEuWVaJB22T8c8gOO39yxsRFkbmWCXoSAx9na9haFq/hx+j1VfSORiIiIiIiIiIiIiITOf0wCgmKvM1Toq/QUHts/iF9uLHeI2NRqpxxhpsq424HH2cbo9RlbNYWhvXI6TY4DnIzgatnbHD3au4ZKqVa4HzwSwMiJCoY+Uq+qFQq7Nu3D5MnT8bw4cOxZs0a6b2wsDBcu3YNKlXBnKiIiIiIiIiIiIiIjOnas1iExSoKpG6VCli0qDbSUuWo+k4K2vZKMEq9NpZy1PZzNkpdBaV8CXu42uWti49XKRWadkwCAOxc4QyhR8eZsFgFHkUmGhIikdEZnHw5ceIEypYti+7du2POnDlYtWoV/v77b+n9Y8eOoVatWvjll1+MEigRERERERERERFRQXn6Mhk3QuMLrP69a5zx4IEL7BzUGD71JeRGGpOorp8rrMyL5pwhWjKZDO+WcYVMlrdyXQfFwdxC4HaQNW6ct9arzOUnsUhJUxsQJZFxGXSIX79+He3bt0dERARGjx6NnTt3QrySeuzevTtsbW2xe/duowRKREREREREREREVBDiUpQ48yi6wOq/d80Sv2xwBgAM/jIKriWMkxwo7WqLUq62RqmroLnaWaJCCfs8lXHzVKNVt/QeQjt+ctKr90uaSoMLjzn8GJmeQbMPzZgxA6mpqTh8+DBatGiR5TK2traoXLkygoKC8hUgERERERERERERUUFJU2lw8l4kVHmYED4vUpJkWD7dDUIjQ7NmT1GvhQpA/nuqWJrLUdffJf8BFqLqJZ3xNCYZKWkavct06h+P47/Y49EtK1w6ZYO6TVJyLfMsJgUh0Unwc7PLT7hE+WJQz5cTJ06gfv362SZetEqXLo2wsDCDAiMiIiIiIiIiIiIqaKcfRiFBUXDzVu/8yRkRoRZw91Ji6NBrRqu3jp8LrC2K9nBjr7I0l6NWqbwljJzcNGjbO733y66fnKDRM29z8XEMFEoOP0amY1DyJT4+Hr6+vrkul5qaCrWaDZyIiIiIiIiIiIiKnmvPYhEWqyiw+oPvWODwrvShtoZ8FQU7O+MkebydrVHGvXj26vB3t4OXk1WeynT8KB629ho8fWiJc8f0G2YtVaXBpZAYQ0IkMgqDki/e3t64fft2rsvduHEDfn5+hqyCiIiIiIiIiChfNBoN7t+/jx07duCrr75C27Zt8dZbb3F+WiICADx9mYwbofEFVr9GDayZ6wqhkeG9Nkmo9q5xkjzmZjK86+9qlLpMpY6fK+Qy/Ze3cxRo3zd9X+3+2QlqPXNYIdHJePoy2YAIifLPoDlf2rRpg1WrVmHv3r3o2rVrlsusW7cOISEhGD9+fL4CJCIiIiIiIiLKjVKpxK1btxAUFITLly8jKCgIV69eRUJCQqZlR4wYgZYtW8LZ2bnwAyWiIiEuRYkzj6ILdB1H99rj0W0r2Npr8PFo4/XAqFXKGXZWBt3WLTKcbCxQ2dsRN8P0T3693zsBf+xwwPMnFjh10A7NPkjSq9zFkJco4WgFK/PiNUQbFX8GHaWTJk3Ctm3b0KdPH0yYMAGdO3cGACQnJ+PGjRvYt28fZs+eDTc3N4wdO9aoARMRERERERHRmy0pKQnXrl1DUFCQlGy5ceMG0tLSMi1rbW2NatWqoXbt2qhVqxaWLFmC27dvY8aMGVi4cKEJoiciU4tIUODMw2io1KLA1hETaYYdy50BAL0/jYWzmwbQf475bHk6WqGCp0P+KyoC3vZxxOPoJCSl6jdthY2dQKf+8dj8gwv2rHZCw7ZJsLDMvVxKWvrwYw3KueczYqK8MSj54ufnh99++w09e/bEt99+i9mzZ0Mmk2Hnzp3YuXMnhBDw8PDA3r174eXlZeyYiYiIiIiIiOgN8fLlS1y5ckXqzRIUFIS7d+9Ck8WMy05OTqhZsyZq1aolJVsqVaoEc/P/bn/4+/vj/fffx9KlSzF8+HBUrFixMDeHiExIrRG4+iwWd8MTIAou7wIA2LTEGSlJcpSrkooWXRKNUqe5XIZ3yxTv4cYyMjeTo66/K07cjdS7TKtuifh9qwOiw81x/Bd7tOmp32f7OCoZfm4p8HW2MTRcojwzuH9ao0aNcO/ePaxevRpHjx7F48ePoVarUbJkSbRq1QrDhw9n910iIiIiIiIi0osQAmFhYTrDhgUFBSEkJCTL5b28vFCrVi2dREuZMmUgk+U8iUDbtm3RsWNH/Prrrxg7dix+++23gtgcIipiYpLScOZRNGKTlQW+rmtnrXH2qB1kcoFBX76E3EijXVUr6QQHawvjVFZE+DrboKSLDZ7FpOi1vKW1QJeB8Vg73xW/rHNC0w+SYGWtXybtQvBLeFTzhqW5QdOgE+VZvgYHdHBwQEBAAAICAowUDhERERERERG9CVJSUvDrr79KiZbLly8jMjLrp5/Lli0rJVq0/7y9vQ1e9/fff48//vgDv//+Ow4ePIh27doZXBcRFW1CCNwMi8eN0DhoCri3CwCkKWRYt8AFANC2VwL8Kxon2eNmb4lKXq/HcGOvquPngvA4BVR67qBmnRLx6yZHRD43x+Gd9vigX+a5vbKSnKZG0JMY1Cvrlp9wifRWvGdmIiIiIiIiIqJiJzU1Fc2aNcP58+d1XjczM0PlypV1kiw1a9Y0+sgab731Fr744gt8//33GDt2LFq1agULi9fraXIiAhIUSpx5GI2oxMzzQRWUX9Y74sUzC7h4qNBjaJxR6pTLgPpl3HLt2Vdc2VmZo6qvE648jdVreXMLoNuQOPw00w2/bnREy66JsLXXL3HzMDIJfm528HKyzkfERPoxqI/V/fv3sWHDBgQHB+u8fv78ebz33nuwt7fH22+/jV9++cUoQRIRERERERHR62PChAk4f/48nJ2dMXz4cKxYsQLnzp1DQkICrl+/jg0bNmDMmDFo1qxZgQ1pPnXqVHh4eODOnTv48ccfC2QdRGQ6918k4OD18EJNvIQ9NseBjY4AgAFjY2BjZ5yuNlV9neBk+3oniCt5OcA5D9vY6P0k+PgpkRhvhoNbHfO0rnPB0VCqM88bRmRsBiVfvv/+ewwaNEhnwrrIyEi0adMG586dQ0pKCm7fvo2ePXvi6tWrRguWiIiIiIiIiIq33bt3Y+nSpQCATZs2YcWKFRg+fDjeffdd2NgU3kTITk5O+PbbbwEA06ZNy3bIMyIqXlLS1Dh+NwIXHsfoPYyVMQgBrJnnCrVKhpoNU1C3mX5zmOTGxdYCVbzzllwojuRyGer6u+i/vBnQY1gsAOD3rQ5IiNP/NndSqhpX9exlQ5QfBiVf/v77b1SvXh2lSpWSXluzZg3i4+Mxbtw4pKSkYO/evVCr1fj++++NFiwRERERERERFV8PHz7EoEGDAAATJ05Ehw4dTBrPoEGDULNmTcTFxeGbb74xaSxElH8h0Un47fpzPI9VFPq6/z5ki9uXrWFppcHAcS9hjBHC5DKgXlk3yOWv53BjryrhYI0y7nZ6L/9O8xT4vZUGRbIcu1Y65Wld914kIiK+8NsJvVkMSr48f/4cfn5+Oq8dPHgQVlZWmDZtGiwtLdG5c2fUr18fZ8+eNUqgRERERERERFR8paamolevXoiPj0fDhg0xa9YsU4cEMzMzLFmyBACwcuVKXLt2zcQREZEhUlVq/PMgCv88iEaaqvCHk0qMk2PLD+m9NroNjoOHj9oo9VbydoSrnaVR6iouapV2hqW5fres5XKg76gYAMDR3Q64dDJvvSfPBr+EisOPUQEyKPmiUChgbf3fpERqtRoXL15E/fr1YW9vL73u7++P0NDQ/EdJRERERERERMXauHHjcPnyZbi5uWHbtm1FZoL7Jk2aoGfPntBoNAgICIAQhTdMERHl3/O4FPx+/TlCopNNFsO2H50RH2OGkmXT0K5vglHqdLQxRzXfvPXmeB1YW5ihZin9t7vqu6lo1yceALByliuiI8z0LpuoUOHqs7g8x0ikL4OSL6VKlcKdO3ekv0+dOoXk5GQ0b95cZ7mUlBTY2enfVYyIiIiIiIiIXj87duzA//73PwDAxo0bUbJkSRNHpGvevHmwsrLC8ePHsW/fPlOHQ0R6UKk1uPD4JY7fiURKmul6L9y7Zonjv6Q/jP7JxBhkmCLbYDIZ8G4ZV5i9IcONvap8CQe42evf4+fDkbEoUykVifFmWD7NDZo8dDy69yIBkQmpBkRJlDuDki8tW7bEtWvXsGTJEly7dg1TpkyBTCZD586ddZa7fv26zrwwRERERERERPRmefDgAYYMGQIA+Prrr9GuXTsTR5SZv78/JkyYACC9h45CwXkAiIqyqMRUHLwRjvsvEk0ah0oFrJ7rCgBo+kEiKtU0zk38tzztUcLBOvcFX2Pv+rvqPW+OuQUwakY0rG01uB1kjX3rHPVejxDAueBoqDXs9UjGZ1Dy5euvv4arqyvGjh2LWrVq4fTp0+jVqxdq1KghLXPz5k08fPgQDRs2NFqwRERERERERFR8KBQK9OzZEwkJCWjcuDFmzJhh6pCy9dVXX8HX1xfBwcFYtGiRqcMhoixoNAJXn8biyK0XSFCoTB0ODm1zwLOHlrB3UqPPqFij1GlnZYYaJZ2NUldx5mJnibc87XNf8F9epVUYOOElAGDPaifcuWKld9n4FBWuh3L4MTI+g5IvJUuWxJUrVzB16lSMGDECq1atwubNm3WWCQoKQufOndGrVy+jBEpERERERERExcuYMWNw5coVuLu7Y+vWrTA3xng8BcTOzg7fffcdAODbb79FWFiYiSMioozikpU4fCscN8PiURSmZop8boY9q9LnJun7eSwcnIwz9Fm9Mm4wNzPolu1rp3pJZ9hY6v9ZNG6XjEbtkiA0Mvw4zQ2JcfqXvf08HtGJHH6MjMvgI9nX1xeBgYH43//+h0GDBkEu163q448/xt69e9GoUaN8B0lERERERERExcu2bduwYsUKyGQybNq0Cb6+vqYOKVd9+/ZF/fr1kZSUhEmTJpk6HCKTUKo1UKlNN4fKq4QQuP08HoduPsfLJKWpw5FsWOiCVIUclWop0KRDklHqLOdhBy+nN3u4sYwszOSoXdolT2UGjn8Jz5JKRL8wx8+zXfVO1KUPP/YSGg4/RkZUIGnUqKgoqNV5mNmIiIiIiIiIiF4b9+7dw9ChQwEAkyZNQtu2bU0ckX7kcjmWLFkCAFi/fj0uXLhg4oiICt8/D6Kw89Iz/HotDKcfROH283i8iFcgTVX4CZnEVBWO3Y5A0JNYFKF8EC6esMHlU7YwMxcYNPGl3nOT5MTGUo5aeUw0vAn83OzgnYeElI2dwOezomBmLnDxhC2O7dF/6LLYZCVuhHH4MTIeg5IvFy9exIwZM3Dr1i2d1/fv3w9vb294enrCzc0Ny5YtM0qQRERERERERFQ8pKSkoFevXkhMTETTpk0RGBho6pDy5N1330X//v0BAKNHj4YoCuMbERWSx1FJCItVQIj0eTAeRycj6Eksjt2OwK5Lz7D/ahj+vh+Fm2FxeB6XAoWy4B6+fhiZiN+vP0dEQtEaCkqRLMP679OTJB0/iodvGePMPfOOvysszTncWFbq+LsgLyOxlamkRJ/PYgEAm5a44MkDC73L3gqLR0xSWh4jJMqaQUf00qVL8e2336JEiRLSayEhIejVqxdevHgBLy8vJCYmYvTo0Th16pTRgiUiIiIiIiKioi0gIABXr16Fh4cHtmzZUqTnecnOnDlzYGdnhzNnzmDr1q2mDoeoUCiUalwKiclxmUSFCk9eJuPq0zgcvxOJPZdD8cuVUJy8F4kboXEIjU1BSlr+EjIKpRon7kXi3KOXUKmLXvJz9yonvIwwh4ePCp0/iTdKnX5utijpYmuUul5HjtYWqOztmKcy73+YgJoNUqBMk2HpFHekKvTrnqQRwLngaA4/RkZhUPLl7NmzqFmzJtzd3aXXVq9ejbS0NHz//fcIDQ3FhQsXYGZmhkWLFhktWCIiIiIiIiIqurZs2YKVK1dCJpNh8+bN8PHxMXVIBvHx8ZHmfJk4cSKSkowznwNRURb0JBapBgwtlpSqxrOYFFx7FocTdyOxNygUe4Oe4a+7Ebj2LBZPXyYjKVW/3iFPXybjt2vPERqTkuc4CkPIfQsc2u4AIH1uESvr/N+gtzKXo44fhxvLzds+TrC31j+ZL5MBw6ZEw9lNjbDHFti4SP/P+GWSEreeGyexRm82g5IvL168QOnSpXVeO3z4MOzt7fHZZ58BAGrVqoVGjRrhypUr+Q6SiIiIiIiIiIq2u3fvYtiwYQCAKVOmoHXr1iaOKH/Gjh0Lf39/hIaGYu7cuaYOh6hAhccpEBxlvCRjSpoGYbEK3AiNx6n7UfjlShh2X3qG43cicOVpLJ5EJyNBoZSWT1NpcOZhNE7djzIoAVQYNBpgzVxXaNQy1GuZhJoNFEapt46fC6wtzIxS1+vMTC5D3TwmqZxcNfg0MAoymcDxX+xx7piN3mVvhsUhLlmZ+4JEOTAo+aJW63YfTE1NxZUrV9CwYUNYWlpKr/v4+CA8PDx/ERIRERERERFRkZacnIyePXsiKSkJzZs3x7Rp00wdUr5ZW1tjwYIFAID58+cjJCTExBERFQyVWoPzj18W+HpSVRo8j1PgVlg8/n4QhQNXn2Pnxac4dvsFDt54btTkT0E4/os9HtywgrWtBh+PjjVKnb4uNvB3tzNKXW8CH2cblHbN2/BsVd9JxQf903uxrJrjhsgw/RJdag1wNjia835RvhiUfPHz88P169elv48ePYq0tDS0bNlSZ7n4+Hg4OTnlL0IiIiIiIiIiKtJGjx6N69evw9PTE1u2bIGZ2evxFHe3bt3QrFkzKBQKTJw40dThEBWIa6FxSFQYZ9L4vFKqBV7EpyIpNX/zxBS0uGg5tv3oDADoOTwWriXyH6+FmQzv+rvmu543TW0/Z5ib6Td/i1b3oXEoXzUVyYly/G+aO1R6NvfoxDTcCU8wIEqidAYlXzp16oT79+9jzJgx2L9/PyZOnAi5XI7OnTvrLBcUFAQ/Pz+jBEpERERERERERc+mTZuwatUqaZ4XLy8vU4dkNDKZDIsXL4ZcLseOHTtw6tQpU4dEZFQvk9JwlzeXc7V5qQuSE+Twr5iGNj0SjVJnrdIusLF8PRLVhcnW0hzVfPP2sL+5OTBqRhRs7TW4f90Ke37Wv/z1Z3GIV3D4MTKMQcmX8ePHo2zZsliyZAm6du2K27dvIyAgABUqVJCWOXfuHEJDQ9GkSROjBUtERERERERERcft27cxfPhwAMC0adMyjYjxOqhRowaGDh0KIL2Hz6tDsRMVVxqNwPngaHBUpZzduGCFfw7ZQSYTGPzVS8iNkC/xdLRE+RL2+a/oDVXR0wHOthZ5KuPho8aQr6MBAPs3OOLmRSu9yqk0AuceFfywfPR6Mij54urqiitXrmDt2rX47rvvcPToUWkcVK3w8HCMHj0aH3/8sVECJSIiIiIiIqKiQzvPS3JyMlq2bIkpU6aYOqQCM3PmTDg5OSEoKAhr1641dThERnE7PB4vk/hEf07SUoG189KHBmvdPRFlK6cZpd46HG4sX+RyGd4x4DOs1zIFzTsnQggZfgx0Q3yMfrfGIxNS2UOMDGJQ8gUA7OzsMGDAAEyYMAEtWrTI9H7nzp2xaNEiVK9ePc91BwYGQiaT6fzL2G1ZCIHAwED4+PjAxsYGzZo1w82bN3XqSE1Nxeeffw53d3fY2dmhU6dOePbsWd43lIiIiIioEKlUKly9ehUxMTGmDoWIKEejRo3CzZs34eXlhc2bN78287xkxcPDA9OmTQMATJ48GXFxcSaOiCh/EhRK3AyNN3UYRd6vmxwR/tQCzm5q9BwRa7R67SzNjVbXm8rDwQrlPOzyXK7fmBj4+CsRG2WOn2a6QaPRr9zVp7FITDXN3EhUfBmcfClob7/9Np4/fy79u379uvTevHnzsHDhQixbtgwXLlyAl5cXWrdujYSE/zKQAQEB2Lt3L7Zt24a///4biYmJ6NixI7sHExEREVGRkpaWhn/++Qdz5szB+++/DxcXF9SsWRMNGjRAWppxnq4kIjK29evXY+3atZDL5diyZQs8PT1NHVKB++yzz1CxYkVERERg1qxZpg6HKF/OB7+ESsPxxnIS/sQc+9enzw3ycUAMbO3z/3m521vmuw76T41SzrAyz9vtbStrgc9nRcHCUuDKaRv8scNBr3Lpw49FGxImvcHynWa9efMm7t+/j4SEBIhsBons379/3gMzN89ykj4hBBYvXozJkyejW7duANIv+jw9PbFlyxYMHz4ccXFxWL16NTZu3IhWrVoBSJ8AsFSpUjh69Cjatm2b53iIiIiIiIwhJSUF586dw4kTJ3DixAmcPXsWKSkpmZa7c+cOVqxYgS+++MIEURIRZe/WrVsYOXIkgPSRK5o3b27iiAqHpaUlFi5ciA4dOmDJkiUYNmyYzty3RMXFw8hEvIhPNXUYRZoQwNr5LlCmyVC9fgrqt0rOd51mcqCOvwv+fmSEAAkAYG1hhpqlnfM8J0vp8kp89EUM1i1wxdZlzqhUU4EylXIfgu9FfCoeRCSgfAn9EjZEBidfjh49ipEjR+Lhw4fZLiOEgEwmMyj5cv/+ffj4+MDKygr16tXD7NmzUbZsWQQHByM8PBxt2rSRlrWyskLTpk1x+vRpDB8+HJcuXYJSqdRZxsfHB1WrVsXp06ezTb6kpqYiNfW/L5/4+PTul0qlEkolx8AsCrT7gfuDijq2VSpu2GapuCiObTUxMRFnz57FyZMncerUKVy4cCFTjxZ3d3c0atQITZo0QePGjXHu3DmMGjUKM2bMQN++feHk5GSi6MkYimO7pTeTPm01KSkJPXr0QHJyMlq1aoUJEya8UW27devWeP/993Ho0CGMGTMGe/fuNXVIbzyeY/MmValG0ONo6D3W0hvqzGE73LhgAwtLDQaOjYJMqIF8dnx5y9MBNv+Ozsj2ajylna3w0NYMUYl56zHeqmscblywwsUTdlg21R2z1oTCxi73nRz0OBoeduawfUOGjuM5Nmv6fh4ykV13lRxcvHgRDRs2hEwmQ8+ePXH9+nVcv34dX331FR4+fIijR48iJiYGAwcOROnSpaVxUfV18OBBJCcn46233sKLFy8wa9Ys3LlzBzdv3sTdu3fRsGFDhIaGwsfHRyozbNgwhISE4I8//sCWLVvwySef6CRSAKBNmzYoU6YMfvrppyzXGxgYiOnTp2d6fcuWLbC1tc3TNhARERHRmykpKQm3b9/GzZs3cfPmTTx8+DDT0LcuLi6oWrUqqlSpgqpVq6JkyZKQyWTS+2q1GqNHj8azZ8/QvXt39OvXr7A3g4goS0uWLMHx48fh4uKCRYsWwdnZ2dQhFbpnz55h9OjRUKvVmDZtGmrVqmXqkIjIiBITzTFqVEvExlqjb9/b6NXrnqlDogKSkGCBMWOaISrKFs2bP8Ho0UGmDomKieTkZPTt2xdxcXFwdHTMdjmDUnRz5syBSqXCoUOH0Lp1a3zyySe4fv06vv32WwBAbGwshg8fjl9//RUXL17Mc/3t2rWT/r9atWp47733UK5cOaxfvx7169cHAJ0fp8B/vWxyktsyX3/9NcaOHSv9HR8fj1KlSqFNmzY5fohUeJRKJY4cOYLWrVvDwsLC1OEQZYttlYobtlkqLopiW42Ojsbff/+NU6dO4dSpU7h69So0rzxNWrp0aTRu3BhNmjRBo0aNUL58+VyvXQGge/fu+O233zB//nyULFmyoDaBClhRbLdEWcmtra5fvx7Hjx+HXC7Hzp070aRJExNEWTTcu3cPP/zwA3bs2IGJEyfy2DYhnmP1Fxabgn8ecM6K3Kzb4IbYWGt4l05Dm2HWSLKsnu86q/g44G0fJ7bXAvQiPhV/349EXqYykpcAPp0Ri1mjbHD8eGlUamyNRu8n6VX2HX8X+LvbGRht8cE2mzXtiFm5MSj5cvr0adSqVQutW7fO8n1nZ2ds2LAB/v7+mDJlCtavX2/IaiR2dnaoVq0a7t+/jy5dugAAwsPD4e3tLS0TEREhTfDn5eWFtLQ0xMTEwMXFRWeZBg0aZLseKysrWFlZZXrdwsKCjauI4T6h4oJtlYobtlkqLkzZVl+8eIGTJ09Kc7bcuHEj0zLly5dHkyZN0LRpUzRt2hR+fn55Xk/Xrl3RpEkTnDx5EjNmzMDatWuNET6ZEM+xVFxk1VZv3LghzUE1c+ZMtGzZ0hShFRmBgYHYsmULbt++jdWrV+Pzzz83dUhvPJ5jc6ZUaxD0LAGQm5k6lCLt4U1LHNubPp/HoC9jYGGd/8/LwkyGKr6usMgwMTzbq/GVdLNALaXApZCYPJWrVFuFboPjsPtnZ6xd4I7yVVXwKq3KtdyV0AS4OdrC1c7S0JCLFbZZXfp+FvLcF8ns5cuXKF++vPS3pWV6I0tK+i8zaGVlhcaNG+PIkSOGrEJHamoqbt++DW9vb5QpUwZeXl469aalpeHEiRNSYqVOnTqwsLDQWeb58+e4ceNGjskXIiIiIqJXhYaGYvPmzRg+fDgqVaoELy8v9OrVC//73/+kxEvlypUxYsQIbNmyBc+ePcP9+/exevVq9O/f36DEC5De03v+/PkA0p82v3btmtG2iYgoLxITE9GzZ0+kpKSgbdu2+Oqrr0wdksm5uLhg5syZAIBp06YhOpq9Cahou/I0Fslp6twXfIOpVcDqua4QQobG7RNRpU5q7oX0UMnLEZbmBt2CpTyq6OWAch55743SZWA8KtVSQJEsx7Jv3KDSYzoPpVrgzzsReJmUt7lm6M1i0JHv4eGh07XGw8MDAPDo0SOd5VJSUhAXF5fn+sePH48TJ04gODgY586dQ48ePRAfH48BAwZAJpMhICAAs2fPxt69e3Hjxg0MHDgQtra26Nu3LwDAyckJgwcPxrhx43Ds2DEEBQXh448/RrVq1dCqVStDNpmIiIiI3kALFixA6dKl8fHHH2PlypW4e/cuZDIZqlevjs8//xy7du3CixcvcOvWLSxfvhx9+vSBr6+v0db/7rvvolevXhBC4MsvvzRavURE+hJC4NNPP8WdO3fg6+uLjRs3Qi7nTUQAGDp0KKpXr46YmJg8z3VLVJgiE1Jx/0WiqcMo8g7vckDIPUvYOarRZ1SsUeq0MJOhopeDUeoi/bzj7woPh8wjG+VEbgaMnB4Ne0c1gu9YYftyZ73Kpak0TMBQjgy6YipfvjwePnwo/f3uu+9CCKEzkf2DBw/w559/omzZsnmu/9mzZ+jTpw8qVqyIbt26wdLSEmfPnpWeGpw4cSICAgIwcuRI1K1bF6GhoTh8+DAcHP47mS1atAhdunRBr1690LBhQ9ja2uLAgQMwM2P3SiIiIiLK3axZszBhwgRoNBrUrl0bY8eOxS+//IKoqChcvXoVP/zwA7p3744SJUoUaByzZ8+GhYUFDh06hKNHjxbouoiIXrVmzRps2rQJZmZm2LZtm/TwJQFmZmZYvHgxAGDFihVZDkNJZGoajcD54JemDqPIi44ww66VTgCAD0fGwslVk0sJ/VT2Zq+XwiaXy9C4gjvsrPJ2D9ithBpDp6QfK79vccSV09Z6lWMChnJi0NHfvn173L9/X7qweP/99+Hn54fly5ejXr166N69O9555x0oFAoMHjw4z/Vv27YNYWFhSEtLQ2hoKHbv3o0qVapI78tkMgQGBuL58+dQKBQ4ceIEqlatqlOHtbU1li5diujoaCQnJ+PAgQMoVaqUIZtLRERERG8QIQSmTZuGqVOnAkhPwly6dAnff/89OnXqBFdX10KNp1y5chg5ciSA9IeQNBrj3AwgIsrNtWvXMGrUKADp58JGjRqZOKKip3nz5ujWrRvUajUCAgIgRB5meiYqBDfD4hGXoscYSm+4jQtdoEiWo0K1VDTrpN+E67mxNJfjLU/2ejEFawszNK7gAXO5LE/l6jZJQZseCQCAn2a6ISZKv1vnTMBQdgxKvvTv3x/Lly+HTJbegC0tLbF//3689dZbuHDhAvbu3YuEhAQMGTIEo0ePNmrAREREREQFRQiByZMnY8aMGQCAuXPnYvLkySaOCpgyZQocHR0RFBSELVu2mDocInoDJCQkoGfPnlAoFGjfvj0mTpxo6pCKrPnz58PS0hLHjh3D/v37TR0OkSQuWYmbYXmfDuBNc/lva1z4yxZyM4FBX76EsUZWrOTlwF4vJuRqZ4n6Zd3yXK7P5zEoXSEN8TFmWDHdDfo+98QEDGXFoDOAl5cXhg8fjrffflt6rVq1arh9+zZu3bqFf/75B8+fP8dPP/0kJWiIiIiIiIoyIQQmTpyIOXPmAAAWLlxYZG42uru74+uvvwYATJ48GQqFwsQREdHrTAiB4cOH4969eyhZsiTWr1/PeV5yULZsWYwbNw4AMG7cOKSmGmeSbqL8OhccDQ07Y+UoVSHD+gXpvZrbfZiA0uWN00vI0lzOuV6KgNJutnjbxzFPZSytgM9nRsHKWoMbF2zw6yb9y2sTMDFMwNC/8nT1dOPGDcyePRuffvopAgICsGbNGiQkJOgsU6lSJbz33nscB5aIiIiIig0hBMaMGYMFCxYAAJYtW4YxY8aYOCpdo0ePRsmSJfHkyRMsXbrU1OEQ0Wts9erV2Lp1qzTPi7u7u6lDKvK+/vpreHt74+HDh1iyZImpwyHCvRcJiErkDeDc7F3tiKhwc7h5qdBtiPF6CVXycoCFGZPWRUGNUs4o6WKTpzI+/ir0HxsDANj5kxPu37DUu+zrloBRqTnkcX7ofRaYNGkSatasialTp+Knn37C0qVLMXToUJQvXx5nz54tyBiJiIiIiAqMRqPBqFGjpJtlP/30Ez777DMTR5WZjY0NZs2aBQD49ttvER0dbeKIiOh1FBwcLCWf58yZg4YNG5o4ouLBwcFB6jk5a9YshIeHmzgiepMlp6lw5WmsqcMo8p4+tMDvW9J7NQwcFwNrG+N0E7Jir5ci571ybnC2tchTmaYfJKF+qyRo1DL8b6o7khL0H90p9TVIwKg1Ahcfv8TDKOPMgfSm0iv5smfPHnz33XfQaDRo1qwZxo4diyFDhsDPzw+RkZHo3r07hz4gIiIiomJHo9FgxIgR+PHHHyGTybB69WoMGzbM1GFl6+OPP0b16tURFxeH2bNnmzocInrNxMfHY/78+UhNTUWHDh2kobRIP/369cM777yDhISEIjFfGL25LjyOgUrN8cZyotEAa+e5QK2WoW7TZNRunGK0uit5s9dLUWNhJkfjCu6wysMcPDIZMPirl/DwUSHyuTnWzHWFyMNhVZwTMLHJaTh0Ixz3XiSaOpRiT68Wp527Zd26dTh27BgWLFiAn376Cbdv30b79u0RHh6OvXv3FnSsRERERERGo1arMXjwYPz888+Qy+VYv349Bg0aZOqwcmRmZoZ58+YBSB8aLTg42MQREdHrQoj/s3fXYVGl7x/H3zN0NyghJura3Qoq1toudsfart1r61qra6yda+vaawcYa+eqa2AXikFKM+f3h1/mJ2sBggNyv66LS5w58ZnhmTMz5z7P8yh0796dp0+f4ubmJvO8pIBardb2oly+fDnnz5/XcSKRGT18FcGToNQrJHwLNBp4FajH9YtGHN1lxubFVvw21J6bl40xMtHQpl9Qqu3LSF+Nh5P0ekmPLIwNqJjHHnUypic3NVfoNe4lenoKpw6acWSnWbL2mVCACY7IOAWYG89C2XftGSGRqTP/UWann5SFLly4QLFixWjbtm2i242MjPjll1/YvXs3Fy5coEWLFmkSUgghhBBCiNQUFxdHhw4dWL16NXp6eqxatSrDfJatWbMm3t7eHDhwgBEjRrB27VpdRxJCfAMWLlzIpk2b0NPTY82aNdjZ2ek6UoZUrlw5WrVqxZo1a/jpp584duwYKlUyzvQJ8QWi4+I59+C1rmN8dYoCb0LVvAjQI/CJPoFP9XnxVJ8XAfoEPtHn5TN94mI//Dr0+TEE+yzxqZYlf1ZL6fWSjjlZGlPc3YZz95NecMtdMAafrsGsn2fDyl9tyFMoGpcccUlePzpOw6HrgVTL74i1adLnjvnaImPiOXX3FQEhMrpVakpS8SUoKIhatWp98L78+fMDEBwcnGqhhBBCCCGESCuxsbG0bduW9evXo6+vz9q1a/Hx8dF1rGSZMmUKBw8eZN26dfTv35+SJUvqOpIQIgNbv349vXv3Bt4OnVW2bFkdJ8rYJk+ezNatW/n777/ZsGEDzZs313UkkUlcfBhMVOyXTY6t0cBZXxOiItUYm2owMVMwMdNgYvr2X2PTt7+r9VIpdBLFRKl4EaD3tqDy9G1R5d0CS+SbTxc89PQU7LPG4ZA1DgfneBxd4siRN4ZCZVLvRPPbXi/mqbY9kTY8nCwIjojldmDSh9T6vnUYV88Zc/WMCXN/tmfs0mcYGiV9n+m9APM4KILTd18THfdlxw/xviQVXzQaDQYGH56USF//7Sbi41OvSiyEEEIIIURaiImJoWXLlmzevBkDAwM2btxIw4YNdR0r2YoVK0br1q1ZtWoVgwYN4vDhw3JltRAiRRYtWkS3bt1QFIVWrVrRoEEDXUfK8FxdXRk6dCijRo1i8ODB1K9fH1NTU13HEt+456FR3H3x5RNjb15sxbblVp9dzsj4bWHmbYFGg7Hpf4s07xRrzBRM373N7H9FHVMNxiZvCzmaeHj9Qo8XT/+/54q2yBKgR/DLz5/CtLaLx8E5DkfnuLf/uiQUW+KwdYhHL0lnQVPuO2dL9KXXS4ZQ0t2GkMhYXoRFJ2l5tRq6j37FsNZZeXjbkLVzbGg/MHnD1aXHAkxcvIaLj4Lxl7ld0kwaH3aEEELoWlxcHJGRke/9REVFffD25Pzkz5+f2bNnY2lpqeuHKYQQnxUdHU2zZs3Yvn07hoaGbN68mbp16+o6VoqNHz+ejRs34ufnx549e6hTp46uIwkhMphp06YxePBgALp3787MmTPZu3evjlN9GwYOHMiSJUt4+PAh06ZNY/To0bqOJL5hcfEaTt/78uHGTh820RZeCpSMIi4WIt+oiYxQE/lGReQbNfFxby/2iI5SEx0FvPryLjBGJhriYlXabX+MsakGR5f/FVey/q+48r9Ci0PWeIyMkzEbeiozNlCTx1F6vWQUarWKSnns2XftGW+ik9ahwNpOQ7dRr5jaz5EDf1pQsFQUJaskb36l9FSACXoTw993XhIamfQh1ETyJbn48ueff+Ln5/fB+1Qq1UfvV6lU3LlzJ6X5hBBCfMbjx48ZNGgQN2/e/GCBJC4u7d5Iz5w5w5MnT9i9e/dHe0gKIUR6EBUVRZMmTdi9ezdGRkZs27bto8PqZhTu7u789NNPTJ06lcGDB1OjRg1tr3QhhPgURVH4+eefmThxIgDDhg1j4sSJafq5MbMxMTFh2rRpNGvWjClTptCxY0fc3Nx0HUt8o648CSE86stevw/9DVg47u1cT7VbhNL6p+APLhcbA1EJxZgI9dvizBvV/9/2v2JNlPb3t/9Gaf99p5AT/79CTuTb3iJ6+gr2Wf6/14rjO0OEOTjHYW6pIb129M2fVXq9ZDTGBnpUzuPAgX+fE6dJWuGuSLko6rQMZfdaSxZNtCVHvmfYOSVvNKj0UIC5HhDK5UfBJPFhiy+Q5G9n4eHhhId/vAvSx+6X4Q+EECLt7NmzhzZt2vDq1askLW9kZISJickX/xgbGxMdHU2PHj04ePAgXbp0Yfny5XLMF0KkS5GRkTRs2JD9+/djYmLCjh07qF69uq5jpYphw4axZMkSrl27xsqVK+nUqZOuIwkh0jmNRsNPP/3E3LlzgbfzkwwZMkTHqb5NPj4+zJ07l2PHjtG3b182bdqEWi0nZ0Xqev0mhpvPwr5oG2EhamYMcSA6Sk3B0pG06Bn80WUNDMHAUIOFNUDKpyBQlHcLOWr09BVsHeK/+lwyqcHEUHq9ZFQ2ZoaUzWnH8dsvk7xOs+7B3LhoxN3rRswZac/wuc+TNf8L6K4AExkTz6m7rwgISb25jsSnJan4cu/evbTOIYQQIhni4uIYNWoUv/zyC/B27P+xY8diaWmJsbHxRwsmqf1lz8HBgXr16rFy5Urc3d0ZO3Zsqm5fCCG+1Js3b6hfvz6HDx/GzMyMv/76C09PT13HSjXW1taMHDmS/v37M2rUKJo3b46ZmZmuYwkh0qm4uDg6duzIqlWrUKlUzJs3j27duuk61jdLpVIxa9YsSpYsyZYtW+jWrRsLFiyQAoxINYqicObeqy+6ej0+DuaMsOfFU30cXWLpPf5Vms+NAqBSgaERGBppsLTJ2JN8S6+XjC2bnSkFIy25+iQ0ScvrG0DPca/4uUMW/K8YsWiiHT3Hvkp2r6yEAkz1/E5Ymab9SCKPXkdw5t5rouMy9usto0nS4dTd3T2tcwghhEiiJ0+e0KJFC44dOwZAjx49+PXXXzE2Nv7qWWrXrs38+fP58ccfGTduHNmyZZOrroUQ6UZ4eDjff/89R48exdzcnD179lCxYkVdx0p1PXr0YM6cOdy7d4/ffvuNESNG6DqSECIdio6Opnnz5mzbtg09PT3++OMPWrZsqetY37xixYqxYsUK2rdvz+LFi4mNjWXJkiXo6WXAy/tFunPjWRiv38R+0TbWzrXm2jljjEw09J/6EnMrOTGbHG97vVjoOob4QoVdrQmJjOXR66TN4ZLFLY6ffnnB1L6OnNxvhpNLHD5dQ5K93+g4DYduPKdavrQrwMTFa7jwMJjbgR8f0epTHtyTwuKXkGdPCCEykH379lG0aFGOHTuGhYUF69ev5/fff9dJ4SVBly5dtCf6unbtKpO0CiHShdDQUGrVqsXRo0extLRk//7932ThBd4OKTlp0iQApkyZQmBgoI4TCSHSmzdv3lC3bl22bduGkZERW7dulcLLV9SmTRtWr16Nnp4eK1asoF27djK/jvhiYVGxXHmc/JO97zq6y4y96y0B6D76FW65vqyQkxl9l9UKPbUMv/0tKJfTDutkFEAKloqm07DXAGxbbsWRv1LW+zwq9m0BJiQi9V9/r9/EsPfasxQXXvZusKCBlxVHj7qkcrLMQ4ovQgiRAcTFxTFy5Ehq167Ny5cvKVq0KOfPn6dZs2a6jgbA+PHjadOmDfHx8fj4+HDx4kVdRxJCZGLBwcHUqFGDv//+G2traw4ePEi5cuV0HStNNW3alJIlSxIWFsa4ceN0HUcIkY4EBQXh7e3NwYMHMTMzY/fu3dSrV0/XsTKdFi1asG7dOvT19VmzZg2tW7cmNlZOdIuUO3v/dZInCf+QO9cMWTbFFoDGnUIo5Zm0K/7F/zMxVJNb5nr5Zujrqans4YCRftJPl1ep+4YG7d8WQZf+YsvVs8mc/OV/0qIA8+/TUPZfe0ZoZMqK/fv/NGfVTBvi41U8eSLtPKWk+CKEEOnc06dPqV69OhMnTkRRFLp168bJkyfJkyePrqNpqVQqlixZQrVq1QgPD6dOnTo8ePBA17GEEJnQ69ev8fb25vTp09ja2nLo0CFKlSql61hpTq1WM23aNAAWLlzIrVu3dJxICJEePH/+HC8vL06ePImNjQ2HDh2iatWquo6Vafn4+LBp0yYMDAzYsGEDLVq0ICYmRtexRAZ090U4z0KiU7x+0Es1M4faExujomSVCBp1+rIeNJlVAWfp9fKtMTfSp1Iee5LzZ/XpGkK5Gm+Ij1cxa5gDj++lbNIkbQEm8ssKMBExcRy6/pxLj4JTPB/UwS3mrJz+tjjbuWckzZvf/KJMmZkUX4QQIh07cOAARYsW5ciRI5ibm7Nu3Trmz5+v02HGPsbQ0JDNmzdTqFAhnj17Rp06dQgKCtJ1LCFEJvLy5UuqVavGuXPnsLe35/DhwxQvXlzXsb4aT09P6tatS1xcHMOGDdN1HCGEjj18+JBKlSpx+fJlsmTJwpEjRyhTpoyuY2V6DRs2ZMuWLdrPzk2bNiU6OuUn0UXmExUbz4WHwSlePzYGfhvqQNALfVxyxNBt1CvUcnYw2UwN9cjlIL0BvkWOlsaUcLdJ8vIqFfw44hUehaOICFczrZ8jwa9S9qKKitVw6HrKCzCPXkew+8oznoem/H3Fd7sZy6e+Lbx83yqUPkMiUUmNMcXk8CqEEOlQfHw8o0aNombNmrx48YLChQtz/vx5mjdvruton2RlZcXu3btxcXHh33//pVGjRvJlUgjxVQQGBlK1alUuXbqEo6Mjvr6+FClSRNexvrrJkyejVqvZsmULJ06c0HUcIYSO3Lp1i4oVK+Lv74+7uzvHjh2jUKFCuo4l/qdu3bps374dIyMjtm/fTuPGjYmKitJ1LJFBnH8QREycJkXrKgqsmGbL7atGmFpo6D/1JSZmKR+6LDP7ztlSer18w/I4WZDHKenFNUMj6D/1JU6usbx8ps+vgxyIjkpZ+0hJASYuXsPpu6845v8yxccHgCN/mbF08tvCS+3mobToFSyFly8kxRchhEhnAgICqF69OuPHj0dRFH788UdOnTqFh4eHrqMliaurK7t378bCwoIjR47QoUMHNJqUv/kLIcTnPHv2DC8vL65cuULWrFk5cuQIBQsW1HUsnShQoAAdO3YEYNCgQSiKnFARIrO5dOkSlSpV4tGjR+TLl4/jx4+TO3duXccS/1GrVi3++usvTExM2L17Nw0aNCAyUubcEJ/2JDiSB68iUrz+gc3m+O00R6VW6D3+JVncUjYXRGYnvV4yhxLZbHC0SPocLhbWGgbPeIG5VTx3/zVi3mg7NPEp23dUrIbDSRyC7FV4NHuuPuPOizcp29n/HNtjyuKJtiiKiho+YbT6SQovqUGKL0IIkY4cOnSIokWL4ufnh5mZGWvWrGHhwoWYmJjoOlqyFC5cmM2bN6Ovr8+6desYPny4riMJIb5RT58+xdPTk3///RcXFxeOHDlCvnz5dB1Lp8aOHYupqSknTpxg27Ztuo4jhPiKTpw4gaenJ4GBgRQrVoyjR4/i6uqq61jiI6pXr87u3bsxMzNj//791K1blzdvvuzkmfh2xcZrOHf/dYrX//e8Eatmvh1KqUXPYAqXld5WKVVAer1kCmq1iop57DEz0kvyOlmyxdF/ykv0DRTOHTFl7VzrFO8/MubTBRhFUbj2NIQD/z4nLOrLCql/7zNl4Xg7FEVF9cZhtO0fJIWXVJKi4svatWtlUjghhEhF8fHxjBkzBm9vbwIDAylUqBDnz5+nZcuWuo6WYt7e3ixZsgSAKVOmMH/+fB0nEkJ8ax49ekSVKlW4efMm2bJl48iRI+TJk0fXsXTO2dmZAQMGADBkyBBiY79s0k4hRMZw4MABvL29CQkJoWLFivj6+uLg4KDrWOIzPD092bt3L+bm5hw+fJg6deoQHh6u61jiM07cecn5B6+58SyUR68jeP0mhqjYFF7inkT/PA7mTXTK9vEiQI/ZI+zRxKuoUPMNdVqGpXK6zMPMSHq9ZCbGBnpU8XBAXy/plYi8RaPpNuoVAHvWWXLgz5S3l48VYCJi4jh8I5DLj0LQfGFH95MHTJk/1g5Fo6JqwzDaDZTCS2pKUfGldevWODs7069fP65evZramYQQIlN59uwZNWrUYOzYsSiKQufOnTl9+jR58+bVdbQv1q5dO8aNGwdAr1692LFjh44TCSG+Fffv36dKlSrcvn2bHDlycOTIEXLlyqXrWOnGoEGDcHBwwN/fn8WLF+s6jhAijW3dupW6desSERFBrVq12LdvH1ZWVrqOJZKoYsWK7N+/H0tLS44ePUqtWrUIDQ3VdSzxCU+CIrn5LJwLD4I55v+SvVefseXCEzaefcSufwLwvRnI2fuvufY0hPsv3/AiLJqImJRfmf4yPJpbz1NWlIuOUjFziANhwXpkzxtD52Gv5cTqFyjgbIlaer1kKtamhpTLaZesdcp5R9C0WzAAK2fYcPFv4xTv/78FmIevIth95RnPQ798ft0zh02YN+Zt4aVKvXA6DA5CLeNkpaoUPZ3t2rUjOjqaWbNmUaRIESpUqMCKFSuIiEj5uJNCCJEZHT58mKJFi3L48GHMzMxYtWoVixcvznDDjH3KyJEj6dy5MxqNhubNm3P27FldRxJCZHDPnj2jevXq3Lt3j1y5cnHkyBGyZ8+u61jpioWFBWPGjAFgzJgxhIXJFa5CfKv++OMPfHx8iImJ4YcffmD79u2YmprqOpZIpnLlynHgwAGsra35+++/qVGjBsHBwbqOJZIpTqMQEhlLQHAU/s/DufwohBN3XnHg3+dsu/iU9WcesuPyUw5df86pu6+48jiEuy/CeR4aRXh0HJoPXMKu0SicufealEzjpiiwaIItD24ZYmkTT/+pLzA0lvngUsrMSI+c9tLrJTNyszWlsGvyLmqo3y6UKvXCUTQq5oy05/5NgxTvP6EAc+L2S47ffklM3JfPq3vuiAlzf37bI65SnXA6D3sthZc0kKKndPny5Tx9+pR58+ZRrFgxTp48SadOnXB2dqZHjx5cuHAhtXMKIcQ3JT4+nnHjxuHt7c3z588pWLAg586do3Xr1rqOlupUKhXz5s2jVq1aREZGUrduXe7evavrWEKIDMrf358RI0bw8OFDPDw8OHLkCG5ubrqOlS516dIFDw8PXrx4wbRp03QdRwiRBubOnUu7du2Ij4+nY8eOrF+/HkNDQ13HEilUunRpDh06hK2tLadPn8bb25vXr1M+x4dIfzQKhEfF8Tw0mrsv3nDlSQin7r7m0PVAdlx6yoZzj9h28QkH/n17kvXSo2BO33tNcETKhhDducqSUwfN0NNT+OmXl9g5pe3QaN+6As5W0uslEyvoYkU226Rf3KBSQcchrylQMoroSDXTBzrwKjDp88f8V2SMhvuvUqfjw4VjJsweYU/8/4Yi/HGEFF7SSoqfVgsLC7p168a5c+e4cOECXbt2RaVSsWDBAkqVKkXx4sVZuHChXGUnhBD/8fz5c2rVqsXo0aPRaDR06tSJ06dPf9MTRBsYGLBx40aKFStGYGAgtWvX5tWrV7qOJYTIYG7evEn16tV59eoV+fLl48iRI7i4uOg6VrplYGDA5MmTAfj11195+vSpjhMJIVKLoihMnDiR3r17A9C3b18WL16Mnl7KT+qI9KF48eIcPnwYe3t7zp07R7Vq1Xj58qWuY4mvRFEgIiaeF2HR3H8Vwb9PQ7n38k2KtnXphDEb57+9Ur/dwCDyFf3yIYoys7e9Xsx0HUPoWNmcttiYJr0Hi74+/PTLC1xyxBD0Qp/p/R2IeKPbAt6lE8bMGm5PfJyKstXf0PXnV6jl40OaSZWaVtGiRZk3bx4BAQGsWLGC8uXLc+nSJXr06EHWrFnp1KkT58+fT41dCSFEhubn50fRokU5ePAgpqamrFy5kiVLlmSKoSEsLCzYtWsX2bJl49atW9SvX5/IyEhdxxJCZBBBQUHUrl2bgIAA3N3dOXjwIFmyZNF1rHSvYcOGlC9fnoiICEaPHq3rOEKIVKAoCkOGDGHkyJHA26EFZ8yYgVouWf1mFClSBF9fXxwdHbl06RJVq1YlMDBQ17FEBvL0gT6/j7JHUVRUbRRGtUYpmy9G/D/p9SIA9PXUVPZwwEg/6e+5ZhYKg2a8wMo2noe3DZkzwp74lE8B9UX+OWXMb0MdiItVUbpqBD3GvEJPXzdZMotU/XQWHx9PTEwM0dFvq+mKohAdHc3y5cspXbo0Pj4+MmmcECJT0mg0TJgwgWrVqvHs2TO+++47zp49S9u2bXUd7avKmjUre/bswdramhMnTtCmTRvi46XruxDi0zQaDe3atePevXvkyJGD8ePH4+joqOtYGYJKpdIOObZs2TKuXbum40RCiC8RHx9Pt27dtK/rmTNnMnr0aFQye/Y3p2DBgvj5+ZElSxauXLmCl5cXz54903UskQFEhKuYMdiBiHA1eYtE0a5/kK4jZXjmxvrS60VomRnpU8nDnuTU4hyyxjNg+gsMjTT8c8qElb/apGgepy9x9YwRM4bYExujomSVCHqOe5mkwouZgVRnvkSqFF/OnDlDly5dyJo1K127duXixYs0aNCA3bt3ExoayurVqylUqBBbtmzRdosWQojMIjAwkFq1avHzzz+j0Who3749Z86c4bvvvtN1NJ347rvv2LZtG4aGhmzevJmBAwfqOpIQIp2bNm0aO3fuxMjIiPXr12NpaanrSBlK+fLladKkCRqNhqFDh+o6jhAihWJjY2ndujWLFi1CrVazdOlS+vbtq+tYIg3lz59fO8Tmv//+i6enpwwhKT5Jo4F5o+0JeGCArWMcP016iX7K5/gW/1PA2VJ6vYhEHC2MKZndJlnr5Pouhp7jXqFSKRzaasHutRZplO59184b8esgB2Kj1RSvGEHvCS/RT0JNJbu9Ka62Jmkf8BuW4uJLcHAwc+bMoUiRIpQrV46lS5dibW3N6NGjefDgAVu3bqVWrVqYmJjQsmVLzp07x3fffceuXbtSM78QQqRrR48epWjRohw4cAATExOWL1/O8uXLMTPL3FfNVKlShZUrVwLw22+/8dtvv+k2kBAi3fLz82P48OEAzJkzh2LFiuk4UcY0adIk9PX1+euvv/Dz89N1HCFEMkVGRtKoUSPWr1+PgYEB69evp2PHjrqOJb4CDw8Pjhw5QrZs2bh58yZVqlTh0aNHuo4l0qk/F1lx8W8TDIw09J/6Ais7ja4jZXjmxvrksMvc39/Fh+V2tCBHMntElawSSas+wQCsnWPDmcNpX9i4ftGIXwc4EBOtpmj5SPoksShraaJP6ey2aZ7vW5ei4kubNm1wdnamb9++XLt2jVq1arFt2zbu37/PqFGjcHZ2fm8dfX19SpUqRVCQdHcUQnz7NBoNmzZtokaNGgQEBJA/f37Onj1L+/btdR0t3WjevDlTpkwBoH///mzevFnHiYQQ6U1AQADNmzfXDjvWuXNnXUfKsDw8POjatSsAgwYNQqORkzFCZBShoaHUrl2bXbt2YWJiwo4dO/Dx8dF1LPEV5cqViyNHjpA9e3Zu375NlSpVuH//vq5jiXTm9CETtq+wAqDLsNfkyBer40TfhoLS60V8QqnsNlibJq97Wa3mYXj/EAbAvLF2+F81TItoANy8bMi0/g5ER6kpXDaSn355gUESdqevVlEptwP6ejKf3JdK0TO4Zs0arK2tGTZsGHfu3GHXrl3Ur1//sxP8NWrUiFGjRqUoqBBCZBQvXrygfv36rFmzBo1GQ9u2bTl79iwFChTQdbR0Z9CgQfTo0QNFUWjdujUnTpzQdSQhRDoRGxtLs2bNeP78OYUKFWLevHkyp8EXGjVqFBYWFpw7d46NGzfqOo4QIglevXpFtWrVOHLkCJaWluzbt49atWrpOpbQgezZs3P06FFy5crFvXv3qFKlCnfv3tV1rEzp5k2IjdF1isQe+BuwcLwdAN+3CqVCrQgdJ/o2WBjrJ7tng8hc9PXUVMxjj75e0r+nqFTQpm8QRStEEhutZsYgBwKf6KV6Nv8rhkzt50h0pJqCpSLpN/klhkZJW7dkdhuskllUEh+WouLLxo0befjwIRMmTMDd3T3J69WrV4/Ro0enZJdCCJEhXLlyhWLFirF//34MDQ1ZvHgxK1euzPTDjH2MSqVi9uzZ1KtXj6ioKOrXr8+tW7d0HUsIkQ6MGDGCY8eOYWFhwZ9//ompqamuI2V4jo6ODBkyBIDhw4cTHR2t40RCiE95+vQplStX5ty5c9jb2+Pr60ulSpV0HUvokJubG0eOHMHDw4OHDx9SpUoV/P39dR0rU9FooH596FHPmT8XWxH0UvdXhYcFq5k5+O2V7YXKRNK8R7CuI30zCrpYycU/4rMsjQ0okyN5w3Pp6UPv8S/J7hFDaJAe0/o78iY09dranWuGTOnrSFSEmu9KRNF/2ksMjZUkrZvLwYycDuapliWzS9G7xA8//IB+UmblEUKITCQwMJC6devy5MkT8ubNy7Rp02jXrp2uY6V7enp6rFu3jlKlSvHq1Stq165NYGCgrmMJIXRo27ZtTJs2DYAVK1bg4eGh40Tfjn79+uHs7My9e/eYN2+eruMIIT4gNjaWjRs3UrFiRf79919cXFw4evQoxYsX13U0kQ64uLjg5+dH/vz5efz4MVWqVOHGjRu6jpVpPHwIb95AyGs9ti614qcGLvw+yo7baThs0KfExcHsEfa8CNDHyTWW3uNfok79C+gzJQtjfbLbycU/Imnc7czwcEpewcLYVGHgry+wdYzj6QMDZg51IC4VRgu8d8OAyT85EvlGTb5iUQyY/gKjJBZebEwNKCnzvKQq3ZfohRDiGxAdHU3jxo15+PAhefLk4ejRo8nqGZjZmZmZ8ddff5EzZ07u3r1L3bp1efPmja5jCSF04Pbt29rCdf/+/WncuLGOE31bTE1NGTduHADjx4+X+RiFSEeePn3KmDFjcHd3p1mzZty7d49cuXJx/Phx8ufPr+t4Ih3JmjUrfn5+FCxYkICAADw9Pbl27ZquY2UK2bPDvXvQ75eX5C0SRXy8ihP7zRjdOQs/d3Ti+B7Trzok2drZNvx73hhjUw39p77EzDJpJ1jF5xWSXi8imYpns8HWLHmFWBuHeAb9+gJjUw3XLxiz5BdblC94Gd+/acAvfRyJCFfjUTjq7bZNkrZBfT0VFfLYoydzHKWqJBVfcubMmeKfXLlypfVjEEIInVIUhe7du/P3339jZWXFzp07sbGx0XWsDMfR0ZE9e/ZgZ2fH2bNnadGiBXFxcbqOJYT4iiIjI/nhhx8IDQ2lQoUKTJ48WdeRvknt27enQIECBAUFyXMshI4pisKxY8do1qwZ7u7ujB07loCAAJycnBg1ahSnT58me/bsuo4p0iFHR0d8fX0pWrQoz58/x9PTk3/++UfXsTIFAwMoVz2SUQsDmbAigMrfh6NvoHD3XyPmj7Xnp4YubF5sRfCrtL3e+chfZuzbaAFA99GvcM2ZCpfM64ihvpr0dL7X0kQfd+n1IpJJrVZRMY89hvrJe+1nyxNLn4kvUespHNttztZllina/wN/A37p7cibUD3yFIpm8MwXGJsmvZJTNocdlsYyz0tqS9LYYffv30/jGEIIkXH99ttvLF++HLVazYYNG8ibNy+xsRn3g68ueXh4sGPHDqpVq8bOnTvp06cPv//+u1xxJEQm0atXLy5fvoyjoyMbNmzAwEA+/KcFPT09pk6dyvfff8+sWbPo0aOH9NYU4it78+YNa9asYe7cuVy5ckV7e8WKFenZsyeNGzfG0FA3wxiJjMPe3p5Dhw5Ro0YNzp8/j5eXFwcPHqRYsWK6jpZp5MgXS9efX9O8ZzC+2805uMWcoBf6bFlqxfaVlpStFkHNpmHkKpC63WFuXzVk2ZS3QwM17hxMySqRqbr91GCkr8bYQA9jAzUmBnoYvfO7sfZHjbG+Hmq1iqjYeG4HhuMfGEZkjEan2Qs6S68XkTLmRvqUzWnL0Vsvk7VekXJRtB8YxLIptmxebI2jcxwVa0ckef1Hd94WXsJD9cj1XTSDZwZiYpb0wouHkznZpOCYJpJUfNFodHvQE0KI9Grv3r0MHDgQgF9//ZWaNWvqOFHGV758edasWcMPP/zA/PnzyZ49O4MHD9Z1LCFEGlu2bBnLli1DrVazbt06XFxcdB3pm1a7dm28vLzw9fXl559/5o8//tB1JCEyBX9/f+bNm8fy5csJCQkBwMTEhNatW9OzZ0+KFCmi44Qio7G1teXgwYPUrFmTM2fOULVqVfbv30+pUqV0HS1TsbLV0LBDKHXbhHLW15R9Gy3wv2LE3/vM+HufGbkKRFOzaRhlqkag/4XXlgS90GPmUHviYlWUrBJBo46hqfMgPkOlSlxQMdbXw9hQ7+2/BmpMtL/rYaSvRp3MrizGBnoUdLHiu6yWPHwdwc3nYbwK/4pjuP2PlYmB9HoRX8TVxpT8WS24HhCWrPWqNQrn+WN9dq2xZNFEO+yc4slfPPqz6z2+p8+kXo6EBeuRI180Q2YFYmqe9MKLrZkhxbPJ6C1pJUnFFyGEEO+7ceMGzZo1Q6PR0LFjR3766SddR/pmNG7cmJkzZ9K3b1+GDBmCm5sbLVq00HUsIUQauXTpEj179gTezkNStWpVHSf69qlUKqZNm0bJkiVZvXo1/fr1kyulhUgj8fHx7N69m7lz57J//37t7bly5aJnz560b99ehqwVX8Ta2pr9+/dTp04dTpw4QfXq1dm3bx9ly5bVdbRMR18fynlHUM47grvXDdm/yZyTB8y4c82IeaONWDsnjmqNwqnWMBwru+Rf6BwbA78Nsyf4pT6uOWPoNuoV6jQY3SybrSkuNiaJeqoY6au/Sm8QtVpFdnszstub8So8mpvPw3j4KgLNV5rOpqCLpfR6EV+siKs1L8NjeBH2+eLJu5r3DOZFgD5nDpsyc6g9YxY/x9n948OxP72vz6SeToQG6ZHdI4ahs15gZpH0F4uB3tuh0pJbLBVJl7YDUAohxDcqKCiI+vXrExoaSsWKFZk3b558QEtlP/30E/369QPezk9w5MgRHScSQqSF4OBgmjRpQlRUFN9//z1Dhw7VdaRMo0SJErRs2RJFURgyZIiu4wjxzXn16hVTp04ld+7c1K9fn/3796NSqfj+++/Zs2cPt27dol+/flJ4EanCysqKvXv3UqlSJUJDQ6lRowbHjx/XdaxMLWf+GLqNes3sbU/44cdgrO3jCH6pz+bF1vRp6ML8sXbcvZ704QUVBZZPteX2VSPMLOPpP/VlsoYVSqp8WS2omMeeHPZmZLUywdrUEGMDPZ1837UzN6J8LnsaFnOhkIsVJoZpexrTysSAbLbS60V8ObVaRcXc9hglc/4XtRq6j3pF7oLRvAnVY1p/B0KDPryNZw/1mdjLkZDXemTLHcPQOYGYWyWvqFsulx3mRtI3Iy198bP78OFDAgICiI7+eCWvcuXKX7obIYRIN+Li4mjatCn+/v5ky5aNzZs3Y2RkpOtY36Tp06fz8OFDNm/eTMOGDfn777/57rvvdB1LCJFKFEWhffv23L17l+zZs/PHH3+gTovLN8VHTZgwgT///JMDBw6wb98+GT5TZAh//vknV65coWDBghQuXJjcuXOjp6en61ha586d4/fff2fdunXa78k2NjZ06tSJ7t27kzNnTh0nFN8qCwsL9uzZQ7169fD19aVmzZqsXr2aRo0a6Tpamrlx4waWlimbnPprsbLT0KhjKPXahHLW7/+HJDu+x4zje8zIU+jtkGSlvCLQ/8RZuv2bzDnylzkqtULv8a9wcv341fApVSybNfmzpr/n09hAj0KuVhRwTtshyQq5yFwvIvWYGOpRIbc9vjcDUZJRJzU0Vug/9QWjO2ch8IkBMwY7MHxOIIbG/7+R54/1mdDT8W0vuFwxDJsTiEUyCy/5slrgaiPFxrSW4m+3y5YtI0eOHOTIkYPy5cvj5eX10Z8v8csvv6BSqejbt6/2NkVRGDNmDM7OzpiYmODp6cm1a9cSrRcdHU3v3r2xt7fHzMyM+vXr8/jx4y/KIoQQAP379+fgwYOYmZmxY8cOHB0ddR3pm6VWq1m1ahXly5cnODiY2rVr8/TpU13HEkKkkunTp7N9+3YMDQ3ZtGkTtra2uo6U6eTIkYNevXoBMHjwYGJivv7Y6kIkx6pVq/Dx8WHcuHE0bdqUfPnyYWFhQenSpencuTOzZ8/myJEjvH79+qvmioqKYtWqVZQpU4ZSpUqxYsUKoqOjKV68OEuXLuXx48dMmzZNCi8izZmZmfHXX39Rs2ZNIiIiaNy4MWPHjv0m5/JdvXo1JUuWpEOHDhni8ekbvB2SbMzi54xb9oyKtd+gp6/gf8WIuT/b07eRM1uXWRLy+v1TddfOG7F61tteci17BVOoTFSqZlOr3l4Bnx4LL+9KGJKsZoEs1CjgRHY7U1JrtCRrUwOZcFykuixWxhR0tkr2ela2Ggb9GoiphQb/K0YsGG9LwmEu8KkeE3s6EvRCH5ccMQyfE4ilTfKOgQ4WRhR1tU52LpF8Ker5snz5cjp37gxAoUKF8PDwwNzcPFWDAZw9e5ZFixZRuHDhRLdPnTqVGTNmsGLFCjw8PJgwYQLe3t7cvHkTCwsLAPr27cvOnTtZv349dnZ2DBgwgLp163L+/Pl0dVWUECJjWbRoEXPmzAHefvmXSVHTnomJCTt27KB8+fLcunVLO0G0s7OzrqMJIb7A0aNHGTZsGACzZ8+mZMmSOk6UeY0YMYJly5bxzz//4OnpyaZNm3BxcdF1LCHes2/fPjp27AhA1apVCQ8P58qVK0RGRnL27FnOnj2baHlXV1cKFy5MkSJFKFy4MIULF8bDwwP9T11ankwPHjxgwYIFLFmyhJcvXwJgYGBA06ZN6dWrF2XKlJGrqMVXZ2pqyl9//cXAgQOZNWsWY8aM4fLly6xcuVJ7ziQji4yMpE+fPixZsgSA2NhYIiMjdZwqeXJ9F0P30a9o0SuIw9vMObTFgqAX+vy5yJpty60o5/2Gmk3DyJEvlhdP9Zg93B5NvIoKtd5Qu0XyJvH+HH312zkfnK1NUnW7ac3e3Aj73EYUj43H/3k4t1+EERmT8iJcIZfknyAXIikKuljyMjyagJDkFU1dcsTRb/ILJv/kyOlDZjg6x1GtcTgTezjx6rk+Wd1jGT43ECvb5LV7I301FXLbyTwvX0mKPnXOmDEDfX19Nm/eTL169VI7EwDh4eG0atWKxYsXM2HCBO3tiqLw22+/MWLECBo3bgzAypUrcXJyYu3atXTt2pWQkBCWLl3KqlWrqF69OvD2igg3NzcOHjwowykIIVLkyJEj2gmhJ0yY8E13309v7Ozs2LdvH1WqVJECjBDfgICAAJo1a0Z8fDxt2rThxx9/1HWkTM3W1paNGzfStGlTTp48SYkSJdi4caMMHSzSlfPnz9OkSRPi4uJo2bIlq1atQq1WEx8fz927d7l8+TL//PMP//zzD5cvX+b+/fs8fvyYx48fs3v3bu12jIyM+O677xIVZAoXLoyDg0OSsyiKwqFDh5g7dy47d+7UXnHv6upKt27d6Ny5M05OTqn+HAiRHPr6+vz2228UKVKEbt26sXXrVvz9/dm+fXuG7oF18+ZNfHx8uHLlCiqVitGjRzNkyBD27dun62gpYm2noXGnUOq3DeX04bdDkt25ZsSx3eYc222OR+EoIsLVhIfokTN/NJ2HviY167lG+mqq5HXA3jzjDqOdGkOS2Zga4CZzvYg0olKpKJfLjr1XnxERE5+sdb8rEU2X4a9ZMM6Onaus8NtpTliwHlncYhkxNxBru+QVXlQqKJ/bDlNDmefla0nRM+3v70/lypXTrPAC0LNnT77//nuqV6+eqPhy7949nj17Ro0aNbS3GRkZUaVKFU6cOEHXrl05f/48sbGxiZZxdnamYMGCnDhx4qPFl+jo6ERz14SGhgJvr6KIjY1N7YcoUiDh7yB/D/G13bt3T/uFv2nTpgwaNOiT7VDaaupzcXHhwIED1KhRg1u3buHp6cmBAwekAJNKpM2KryUuLo5mzZrx7NkzChQowOzZs4mLS/qY5dJW04anpycnT57Ex8eHq1evUrVqVaZMmULv3r3lqv1UIO32y9y9e5c6derw5s0bqlatyqJFi4iPjyc+/u0JjOzZs5M9e3YaNGigXSckJIRr165x5coV/vnnH65cucLVq1cJDw/n4sWLXLx4MdE+smbNSqFChShYsCCFChWicOHC5M2bF0NDw0TbXL16NfPnz+fWrVva2728vOjWrRv16tXT9qrJqH9raavfntatW5MnTx7t8b1UqVKsXbuWqlWr6jpasq1bt44ePXrw5s0bHB0d+eOPP6hatapO2q2+SkNsKg51pq8HFbzDqOAdxu1rRuzfZMmpw2bc+scYACvbOPr+8hxDw3hIpd2aGelRMY8tlkbqb+Y172JliIuVHa/exHD7eRiPgyLRJGGujfxO1l/tOZDjbOakB5TObsXRmy+S1CbfValWKIGP1WxZZkNYsB5OLrGMmBuAjV3yjwf5nS2wN9VPVvuTNvthSX0+VIqSnCl/3nJ2dqZ06dJs27Ytuasmyfr165k4cSJnz57F2NgYT09PihYtym+//caJEyeoUKECT548SXTC7ccff+TBgwfs27ePtWvX0qFDh0SFFIAaNWqQI0cOFi5c+MH9jhkzhrFjx753+9q1azE1lQq4EJlVZGQkQ4YM4eHDh+TKlYtJkyZhZJRxrwzK6J4/f87IkSN58eIFzs7OjB8/Hjs7O13HEkIk0R9//MGWLVswMTFh+vTpMrxVOhMVFcW8efM4evQoAJUqVaJnz54YGxvrOJnIrEJCQhg6dCgBAQHkyJGDiRMnpvi7mUajITAwkPv372t/Hjx4QEBAwAeX19fXx9XVFXd3dwwMDDh+/DhRUW+HDDE2NqZq1arUrl0bNze3FD8+Ib6WV69eMXnyZPz9/VGr1XTs2JHvv/8+QxTYo6OjWbJkCQcOHACgYMGC9O/f/5ufK+71ayP27cvOv//a0abNv3h4BOs6khBCRxQFVq/Oz+3b1vTqdQkHh4w11OK3KCIigpYtWxISEoKl5cfny0pRz5cGDRqwfft2IiMjMTFJ3TEhHz16xE8//cT+/fs/+SXvvx8QFEX57IeGzy0zbNgw+vfvr/1/aGgobm5u1KhR45NPovh6YmNjOXDgAN7e3hgYGOg6jsgE4uPj+eGHH3j48CFZs2bl4MGDSTpRKG01bXl5eVGjRg3u37/PL7/8woEDB+QE7heSNiu+hp07d7JlyxYAli1bRpMmTZK9DWmraa9Ro0b8/vvvDB48mGPHjhEUFMTGjRvJnTu3rqNlWNJuU+bNmzd4e3sTEBBA9uzZ8fPzI2vWrKm+n/DwcG0vmXd7yoSGhmqLNAny5ctH9+7dadWq1Tf5HVHa6rfNx8eH7t27s2bNGpYsWUJsbCxz585N1xeW3bp1ixYtWmiHGRs+fDgjR45MNJevrtqtRqPwz5MQ/J+Hp8n2jRyhfj6oTziQjTdkS5Xt2psbUiG3PYb66lTZXkag0Sg8DorE/0UYr8MTX61ePpcdLjZfb74bOc6Kv2+/5Glw8uZ/AWg8AOANkIc3yVzXxFCNd34njAySPw+6tNkPSxgx63NSVHyZNGkSvr6+tG/fnoULF2JtbZ2SzXzQ+fPnCQwMpESJEtrb4uPjOXr0KHPnzuXmzZsAPHv2LNEH78DAQO24ulmyZCEmJoagoCBsbGwSLVO+fPmP7tvIyOiDHzoMDAykcaUz8jcRX8uoUaPYtWsXRkZGbNu2jezZsydrfWmraSNPnjz4+fnh6enJ7du38fb2xtfXF1dXV11Hy/CkzYq0cufOHe1E2X379qV58+ZftD1pq2mrX79+lCxZUjtMTbly5Vi9ejV169bVdbQMTdpt0sXGxtKqVSvOnTuHra0te/fuJVu21Dnx+F82NjZUrFiRihUram9TFIWHDx9q55AJDAykYcOGeHl5ZYieAl9K2uq3ycDAgFWrVlGiRAkGDhzIypUruXnzJlu2bEmTwuaXWr9+PV26dCE8PBwHBwfWrFmDt7f3R5fXRbstldMBZ1tzTt15RXRc6g1DllZcbUyokNsevUw40XauLIbkymLFy/Bobj0L4+HrCKxNDcjuqJtCuhxnM6/yeZzYczWAN9HJm/8lpVQqKJ/HEXPTL+vJLm02saQ+F0kqviR8UX5X/vz5+fPPP9m/fz8lS5bE1dX1gx9CVSoVS5cuTVIYgGrVqnHlypVEt3Xo0IF8+fIxZMgQcubMSZYsWThw4ADFihUDICYmhiNHjjBlyhQASpQogYGBAQcOHKBp06bA24ldr169ytSpU5OcRQiRua1Zs4bJkycDsHTpUkqXLq3jROJd7u7uiQownp6e+Pn5SQFGiHQoMjKSH374gZCQEMqXLy+fxzKISpUqceHCBX744QdOnjxJvXr1GD16NKNGjUKtzjxXy4qvT1EUunXrxu7duzExMeGvv/4ib968XzWDSqXC3d0dd3f3NJ3rVIivTaVS0a9fPwoWLEizZs04deoUJUuWZOvWrenm+05UVBT9+vVjwYIFAFSpUoW1a9em27keXaxNqF0oC3/ffsWLsOjPr6AjuRzMKJ3DNlMUkD/F3twI+9xGFIuJJyYDFMzEt8dQX03F3PYcvP6c+K/QBAu5WOFkKUMI60qSii8rVqz46H0hISEcOnToo/cnt/hiYWFBwYIFE91mZmaGnZ2d9va+ffsyadIk8uTJQ548eZg0aRKmpqa0bNkSACsrKzp16sSAAQOws7PD1taWgQMHUqhQIapXr57kLEKIzOvMmTN06tQJgKFDh9KqVSsdJxIfklCA8fLy4s6dO3h6euLr6ytjrwuRzvTu3ZtLly7h4ODAxo0b5YqpDMTZ2Rk/Pz/69+/P77//ztixYzl79iyrV69O1MNciNQ0evRoli1bhlqtZv369ZQrV07XkYT45nh7e3PmzBkaNGjAv//+S+XKlVm0aBFt27bVaS5/f398fHy4fPmydpixMWPGoK+fooFbvhpTQ32q53fkypMQrj0NJfmzK6etgi6WFHa11nWMdMXEUA8Tw+QPwSREarAzN6JYNhvO3Q9K0/1ktTamoItVmu5DfFqS3r18fX3TOkeyDB48mMjISHr06EFQUBBlypRh//79WFhYaJeZOXMm+vr6NG3alMjISKpVq8aKFSsSjQsqhBAf8uTJExo2bEh0dDT16tVj4sSJuo4kPuHdHjB37tzBy8tLCjBCpCPLly9n6dKlqFQq1q5dK/MzZUCGhobMnTuX0qVL07VrV3bv3k3JkiXZsmULRYoU0XU88Y1ZuHAh48ePB2DBggXUr19fx4mE+Hblzp2bU6dO0aZNG7Zv3067du24dOkSU6dO1UmxY8OGDXTp0oWwsDDs7e1ZvXo1NWvW/Oo5UkqlUlHY1RonS2NO3HlJZIzue1WoVFDC3QYPJ4vPLyyE+Ko8nCx4ERbNg1cRabJ9U0M9yuW0S5Nti6RL0rtplSpV0jrHJ/n5+SX6v0qlYsyYMYwZM+aj6xgbGzNnzhzmzJmTtuGEEN+UiIgIGjZsSEBAAAULFmTNmjUytEoGkC1btvd6wPj5+UkBRggdu3z5Mj169ABg3Lhx0gM5g2vbti2FChWicePG3L17l3LlyrF48WLpHSpSzbZt27THjNGjR9OlSxcdJxLi22dhYcGWLVsYM2YM48ePZ+bMmVy9epX169dja2v7VTJERUXRv39/5s+fD7wd9nLdunUZ9oINJ0tjahfMysm7rwhIwaTaqUVPDeVy2pPNzlRnGYQQn1Y6hy1BETGERsal6nbVKqiQ2x5jA+mEoGspOqP4xx9/cOLEic8ud+rUKf7444+U7EIIIb46RVHo1KkT586dw87Ojh07diTqUSfSt4QCTM6cObl79y6enp48fPhQ17GEyLRCQkL44YcfiIqKok6dOgwfPlzXkUQqKFasGOfPn6dmzZpERkbSunVrfvrpJ2JjY3UdTWRwJ06coEWLFmg0Gjp37szo0aN1HUmITEOtVjNu3Dg2bdqEqakpBw4coHTp0ly7di3N933nzh3Kly+vLbwMHz6cw4cPZ9jCSwJjAz288jpS1M0aXcxtb6CnwjOvoxRehEjnDPTezv+in8oHiiJu1jhYGKXqNkXKpKj40r59e5YsWfLZ5ZYuXUqHDh1SsgshhPjqJk2axPr169HX12fz5s3kyJFD15FEMrm5ueHn50euXLmkACOEDimKQvv27bl9+zbu7u6sWrVKehF+Q2xtbdm1axcjR44EYPbs2VStWpWAgAAdJxMZ1Y0bN6hXrx5RUVHUrVuX+fPnZ/oJoYXQhR9++IETJ06QPXt27ty5Q9myZdm+fXua7W/Tpk0UL16cixcvYmdnx549e5g4cWK6n98lOb5ztqT6d06YGX29q8+NDdRUy+8kE2wLkUFYmxpSMnvqzaXoamNC/qyWqbY98WXS9FuwRqORD81CiAxh69at2pNIv//+u86HWxQp924B5t69e3h6evLgwQNdxxIiU/n111/Ztm0bhoaG/Pnnn19t2BLx9ejp6TF+/Hi2bduGpaUlx48fp0SJEknqHS/Eu54+fUrNmjV5/fo1ZcqU0V4II4TQjSJFinD27Fk8PT0JDw+nYcOGjB8/Ho0m9eYviY6OplevXjRt2pTQ0FAqVqzIpUuXqFWrVqrtIz2xNzeidsGsZLNN+14o5sb6eH/nhK2ZYZrvSwiRenI6mJPTweyLt2NmpEdZmeclXUnT4svdu3extJRKmxAifbt8+TJt2rQBoHfv3vz44486TiS+lKurqxRghNCRY8eOMXToUAB+++03SpYsqeNEIi01aNCAs2fPUqBAAQICAqhSpQq///47iqLoOprIAEJCQqhduzYPHz4kT548/PXXX5iZffmJByHEl7G3t2f//v306tULgFGjRtG0aVPCw8O/eNt37tyhQoUK/P777wAMHToUX19fXF1dv3jb6ZmhvpqKeewpld0GvTQ6E2drZkCN75ywMDZImx0IIdJUSXcbrE1T/vrVU0OlPA4Y6suIA+lJki8pGjduXKL/X7p06b3bEsTFxXHz5k2OHj2Kt7f3lyUUQog0FBgYSP369Xnz5g3Vq1dnxowZuo4kUklCAcbLy4vbt2/j6emJr68v2bNn13U0Ib5Zz549o1mzZsTHx9OqVSu6deum60jiK/Dw8ODUqVN06tSJjRs30qtXL06fPs2CBQswNZWx5sWHRUdH07hxY/755x+cnJzYt28f9vb2uo4lhPgfAwMD5syZQ5EiRejRowebN2/m1q1bbN++PcXDM2/evJmOHTsSGhqKra0tq1atok6dOqmcPH3L42SBg4URx2+/TNUJtrNYGVEpjwMGaVXZEUKkOX29t0XavVefERef/AuZimezkV5v6VCSiy9jxoxBpVKhKAoqlYpLly5x6dKlT67j6OjIpEmTvjSjEEKkiejoaJo0aaK92nLjxo0yzMU3JqEA4+npye3bt/Hy8pICjBBpJC4ujhYtWhAQEECBAgVYuHChDD+biZibm7N+/XpKly7NkCFDWLVqFf/88w9btmwhZ86cuo4n0hmNRkP79u05fPgw5ubm7NmzR+baEyKd6ty5M/nz56dJkyZcuXKFUqVKsWnTJry8vJK8jejoaAYPHszs2bMBKF++POvXr8fNzS2tYqdr1qaG1CqQhXMPgrj74s0Xb8/dzpRyOe1Qp/KE3UKIr8/S2ICyOew4fvtlstZztzMlj5NFGqUSXyLJZxmXL18OvJ1AtWPHjlSsWJFOnTp9cFlDQ0OcnZ0pW7YsRkZGqZNUCCFSkaIo9OjRg+PHj2NlZcWOHTuwsUm9Cc5E+uHi4qLtAePv74+npyd+fn5SgBEilf3888/4+flhbm7O5s2bZeigTEilUjFgwABKlChB06ZNuXz5MiVLlmTt2rXf7Dj+ImUGDRqkndtly5YtFCtWTNeRhBCfUKFCBc6ePUujRo04f/483t7e/Pbbb/Ts2fOzF1rcu3ePpk2bcu7cOeDt63/ixIkYGGTuobH09dSUzWlHFktjztx/naKr3AHyZjGnhLvMrSfEtySbnSkeYebcep60oR4tTfQpnUOOA+lVkosv7dq10/6+cuVKateuneg2IYTISGbNmsWyZctQq9WsX7+efPny6TqSSEMuLi74+vpKAUaINLJz504mT54MwNKlS8mbN6+OEwld8vT05MKFCzRp0oQzZ85Qp04dxo0bx/Dhw1GrZTiUzG7GjBnaYV6XL18uw1QLkUG4ublx7NgxunTpwpo1a+jduzeXLl3i999//+hFt1u3bqVDhw6EhIRga2vLypUrqVu37ldOnr5ltzfD1tyQE7df8vpNbLLWLexqRUEXqzRKJoTQpeLZbHgZHsPrNzGfXE5fraJibnsZcjAdS9FfxtfXl8GDB6d2FiGE+Cr27dvHgAEDAJg+fbpcjZtJJPSA8fDw4MGDB1SpUoV79+7pOpYQGd7du3dp27YtAH369KFp06Y6TiTSA1dXV44ePUrXrl1RFIWff/6Zhg0bEhISoutoQofWr1+v/Qw2ZcoUWrdureNEQojkMDExYdWqVUybNg21Ws3SpUvx8vLi2bNniZaLiYmhb9++NG7cmJCQEMqVK8fFixel8PIRlsYGeH+XhbxZzJO0vEoFpXPYSuFFiG+YWq2iYh57DPU/feq+RHYbrE1lnpf0TMpiQohM5ebNmzRr1gyNRkPHjh3p27evriOJr8jZ2RlfX188PDx4+PAhnp6e3L17V9exhMiwoqKi8PHxITg4mHLlyjFt2jRdRxLpiJGREQsWLGDp0qUYGRmxc+dOSpUqxdWrV3UdTejA4cOHExVqBw0apONEQoiUUKlUDBw4kF27dmFlZcXJkycpWbIkZ8+eBeD+/ftUrFiRWbNmATBw4ECOHDlCtmzZdBk73dNTqyjhbkulz5xs1VerqJTHntyOSSvUCCEyLnMjfcrlsvvo/TnszcjlIMeC9C7FxZd///2X9u3bkzNnTkxMTNDT0/vgj0xeLYRIL4KCgqhXrx4hISFUqFCBefPmyWTQmZCzs7O2B4wUYERaUpSUjd2dEcTFxXH69Gnatm3LhQsXsLe3Z+PGjRgaylVX4n0dO3bk+PHjZMuWDX9/f8qUKcOGDRt0HUt8RZcvX6Zhw4bExsbi4+PDzJkz5TOYEBlcrVq1OHPmDPny5ePJkydUqlSJYcOGUaxYMc6ePYuNjQ07duxg2rRpmX5+l+RwszWldsEsOFi8P5Sbob4az3wOuNqY6iCZEEIXXKxNyJ/V4r3brU0NKJVd5i3OCFJUGTl58iTVq1cnMjISADs7O8zNpdImhEi/4uLiaNq0Kf7+/mTLlo0tW7Z8dGxi8e3LmjUrfn5+eHl5cfPmTTw9PfH19SVXrly6jia+AaGhoXTv3p2tW7dSoEABvLy88PLyomLFilhYvP/BOSNQFIXr169z6NAhDh48iJ+fH6GhocDbK2DXrl2Lq6urjlOK9KxkyZKcP3+eFi1acPDgQZo3b86ZM2eYMmWKXKz1jXvw4AG1a9cmLCyMKlWq8Mcff8jcP0J8Izw8PDh16hStWrVi165d2vnfEors7u7uOk6YMZkZ6VMtnyNXnoTwb0AoigKmhnp45XXEylQKWUJkNkVcrXkZHsOLsGgA9PVUVMhtj77M85IhpOivNGzYMCIjI+nbty8vX77kxYsX3Lt376M/QgihawMGDODgwYOYmpqyY8cOHB0ddR1J6FjWrFnx9fUlX758PHr0CC8vL+7cuaPrWCKDu3r1KqVKlWLt2rVERkZy7tw5pk2bRp06dbCxsaFs2bIMGzaM/fv38+bNG13H/aSHDx+yfPlyWrdujYuLCwUKFKBPnz7s2LGD0NBQrK2tadiwITt27JAJs0WS2Nvbs3fvXoYOHQq8nXi9evXqvHjxQsfJvh2RkZGsWrWKihUrYmlpSaNGjdi4cSMRERE6yfPq1Stq1apFQEAABQsWZNu2bRgbG+skixAibVhZWbF9+3ZGjBiBubk5/fv35+jRo1J4+UJqtYoibtZ45XXEydII7++cpPAiRCalVquomNseY4O3p/FLZ7fFykSOBxlFii4zO3fuHEWLFmXGjBmpnUcIIVLd4sWLmT17NgCrV6+mSJEiOk4k0ouEAoyXlxc3btzA09MTPz8/6QEjUmT16tV07dqViIgIXF1dWbRoEa9evcLX1xdfX1/u3bvH6dOnOX36NJMnT8bAwIDSpUvj6emJl5cX5cuXx8TERGf5E7IeOnSIQ4cO4e/vn+h+Y2NjKlasSLVq1ahWrRrFixdHT09PR2lFRqWnp8cvv/xCqVKlaNeuHUeOHKF8+fLs2bOH3Llz6zpehnX9+nUWLVrEypUrCQoK0t6+bds2tm3bhrm5OQ0aNKBly5Z4e3t/lSGAIiMjqV+/Pjdu3MDV1ZU9e/ZgbW2d5vsVQnx9enp6TJgwgXHjxknPtlSWxcqYLFZStBYiszMx1KN8LnseBUWQ3d5M13FEMqSo+GJoaChfjoTI4LZv306/fv1QqVTkyZPnvZ/s2bNn2GFAYmJiePToEQ8ePODq1asMGDAAgPHjx9OoUSMdpxPpTZYsWfD19aVq1apcv35dOwSZvM+JpIqOjqZv374sWLAAAG9vb9asWYODgwMArVu3Bt4OvePn56ctxjx8+JC///6bv//+m4kTJ2JoaEjZsmW1xZiyZcum6RXib9684fjx49qhxC5dupRonhq1Wk2pUqW0xZby5cvLFesi1TRu3Jj8+fPz/fffc/v2bcqXL89ff/1F6dKldR0tw4iOjmbz5s0sXLiQo0ePam93d3enS5cueHp68tdff7F+/Xru37/PmjVrWLNmDXZ2dvzwww+0aNGCSpUqpcmJ0ri4OFq0aMGJEyewtrZm7969MjShEJmAFF6EECLtSDE2Y0rRmdWKFSty5cqV1M4ihPhK1q9fT+vWrYmPjwfg7t277Nu3L9Ey+vr65MiR44OFmWzZsun0aueIiAgePnzI/fv3efDgAQ8ePEj0+9OnT9+b6LpZs2aMGDFCR4lFepdQgPHy8tIWYPz8/KQAIz7r/v37+Pj4cO7cOVQqFaNGjeLnn3/+4DHS3d2ddu3a0a5dOxRF4d69e4mKMU+ePOHo0aMcPXqUcePGYWxsTLly5fDy8sLT05MyZcp80YT2sbGxnDlzRtuz5eTJk8TGxiZapkCBAtpiS5UqVbCyskrx/oT4nPz583PixAnq1q3L+fPn8fT0ZOPGjdStW1fX0dK1mzdvsnjxYlasWMGrV6+Atyc869WrR9euXalRo4b2GFShQgUmTZrEqVOnWLduHRs2bCAwMJCFCxeycOFCXF1dadasGS1atKB48eKoVKovzqcoCr169WL79u0YGRmxY8cOChQo8MXbFUIIIYQQIqNJUfFl0qRJlC1bll9//VV7RbkQImNYvnw5nTp1QlEUWrduTefOnfH390/0c/v2baKiorT//y9DQ0Ny5sz5wcKMq6vrF1/xFBoa+tHCyv3795M0NryxsTHZs2fH3d2dkiVLMnz48FQ5oSC+XU5OTtoeMP/++6+2B0yePHl0HU2kU7t376Z169YEBQVha2vLmjVrqFWrVpLWValU5MyZk5w5c9KxY0cUReH27duJijHPnj3T/g5gYmJChQoV8PLywsvLi5IlS35y6CCNRsPVq1e1xZYjR44QHh6eaJls2bJpiy1Vq1Yla9asKX9ChEiBLFmy4Ofnh4+PD3v37qVBgwbMnz+fH3/8UdfR0pXo6Gi2bt3KwoUL8fPz097u5uZG586d6dSpEy4uLh9cV6VSUa5cOcqVK8eMGTPw9fVl3bp1bNmyhcePH/Prr7/y66+/kidPHlq0aEGLFi3Ily9firNOnDiRhQsXolKpWLt2LZUqVUrxtoQQQgghhMjIUlR8uXDhAh06dGDw4MHs3LkTb29vXF1dP3pis23btl8UUgiROubNm0fPnj0B+PHHH5k/fz5qtZoqVaokWk6j0fDkyZP3ijL+/v7cuXOHmJgYbty4wY0bN97bh7GxMbly5fpgYcbZ2Rl4O6/AxworDx48IDg4+LOPxcLCQltccXd31/6e8K+Dg4MUW0SyOTk5cfjw4UQFGD8/PynAiETi4+MZM2YMEyZMAKB06dJs2rSJbNmypXib7w4B2aVLFxRF4ebNm9pijJ+fH4GBgRw8eJCDBw8CYGZmRsWKFbXFmOLFi/Po0SNtseXQoUPvFavt7OyoWrWqtuCSK1cuOVYKnTM3N2fHjh107dqV5cuX07VrVx49esS4ceMyffu8ffs2ixYtYvny5bx8+RJ428ulTp06dO3aldq1ayerN7K+vj7e3t54e3szb9489u7dy9q1a9m5cyf+/v6MGzeOcePGUaxYMVq0aEHz5s1xc3NL8vaXLVvGzz//DMCcOXNo3Lhx8h6wEEIIIYQQ35AUFV/at2+PSqVCURSOHj3KsWPHPricoiioVCopvgiRDsyYMUPbU61Pnz789ttvHz2hoVarcXNzw83NjapVqya6Lz4+nkePHn2wMHP37l2ioqK4du0a165de2+7ZmZvJwV78+bNZ/Pa2dm9V1h593dra+tMf0JGpI0PFWB8fX3x8PDQdTSRDrx48YKWLVtqCyA9e/bk119/xcjIKFX3o1KpyJcvH/ny5aNbt24oisK///6bqBjz6tUr9u3bpx020tDQkJiYmETbMTU1pXLlytpiS5EiRWQ8dpEuGRgYsHTpUrJly8bYsWOZMGECjx49YvHixV9lcvj0JCYmhu3bt7Nw4UIOHTqkvd3Z2Vnby+VLir0JjI2NadiwIQ0bNiQsLIzt27ezbt069u/fz8WLF7l48SKDBw+mUqVKtGjRgh9++EE7l9WH7Nq1S9tjadiwYdoLfoQQQgghhMisUlR8GTVqlJz0FCIDmTBhgvYqxKFDhzJp0qQUv4b19PTInj072bNnx9vbO9F9cXFxPHjw4IOFmfv37ycqumTJkuWTxRVzc/OUP2AhvtC7Q5Bdu3aNMmXKsHLlSurXr6/raEKHTpw4QdOmTXny5AmmpqYsXryYli1bfpV9q1QqChQoQIECBejZs6d2SLGEYsyRI0cICgpCX1+fMmXKUL16dapVq/bF88QI8TWpVCrGjBmDq6sr3bp1Y+XKlQQEBPDnn39iYWGh63hp7u7duyxevJhly5YRGBgIvH1OatWqRdeuXfn+++/R10/R17fPsrCwoHXr1rRu3ZqXL1+yefNm1q5dq73Q7tixY/Tu3Rtvb29atGhBw4YNsbS01K5/5swZmjZtSnx8PG3btmXixIlpklMIIYQQQoiMJEWf3seMGZPKMYQQaUFRFEaOHMmkSZMAGD9+PCNGjEiz4qm+vj65cuUiV65c7817EBMTw/3794G3cwwYGxunSQYhUoujoyOHDx+mQYMGnDp1igYNGjBo0CAmTpyY6a7CzuwURWHWrFkMGjSIuLg48uXLx+bNm/nuu+90lkmtVlO4cGEKFy5Mnz590Gg03L59m6xZs2aKk9Ti29a5c2ecnZ3x8fFh//79VKlShV27dn2TcxLFxsayc+dOFi5cyP79+7W3Z8mShU6dOtG5c2eyZ8/+VTPZ29vTtWtXunbtyuPHj9mwYQPr1q3j/Pnz7N27l71792JsbEzdunVp0aIFefLk4fvvvyciIoKaNWuyZMkSuVBPCCGEEEIIQMadEOIbpSgK/fr10xZepk+fzsiRI3X2ZdjQ0BAPDw88PDyk8CIyDEdHR44cOULfvn0BmDZtGl5eXjx+/Fi3wcRXExYWRrNmzejXrx9xcXE0a9aMM2fO6LTw8iFqtRoPDw8pvIhvRp06dfDz88PBwYGLFy9Srlw5rl+/rutYqebBgweMHDmSbNmy0aRJE23hpUaNGmzevJmHDx8yYcKEr154+S9XV1cGDBjAuXPnuHnzJmPGjCFv3rxERUXx559/0qRJEwoXLszLly8pUaIEf/75p1ygIIQQQgghxP98cb/1gIAATpw4wdOnT1GpVGTNmpXy5ct/k1emCZFRaDQaunfvzqJFiwD4/fff6dGjh45TCZExGRoaMnPmTCpVqkSHDh34+++/KVasGGvWrKFGjRq6jpfuxMXFERwczOvXrz/7Ex4ejqenJ926dcPZ2VnX0d9z7do1mjRpws2bNzEwMODXX3+lV69eckW3EF9JqVKlOHnyJLVr18bf358KFSqwY8cOKlasqOtoKRIfH8+OHTtYunQpe/fuRVEU4G2hv2PHjnTp0oWcOXPqOOXHeXh4MHr0aEaNGsWlS5dYt24d69ev59GjR+TMmZNdu3bJsLFCCCGEEEK8I8XFlxcvXtC7d282b96MRqNJdJ9araZJkybMmTPnk5MyCiFSX1xcHB07dmTVqlWoVCqWLl1Khw4ddB1LiAyvcePGFClSBB8fHy5evEitWrX4+eefGTVqFHp6erqOl+qio6OTVEBJ+AkKCuL169eEhIQkaz/Hjh3jl19+oUmTJvTp04dy5cqli+LG6tWr6dq1KxEREbi6urJp0ybKli2r61hCZDq5cuXixIkT1KtXj1OnTlG9enXWrFlDkyZNdB0tyR4/fsyCBQtYsGABr1690t5evXp1unbtSv369TPU3EwqlYpixYpRrFgxJk+ezOXLl8mRIwfW1ta6jiaEEEIIIUS6kqLiS0hICJUrV+bmzZuYmJhQo0YNbZf4Bw8esH//fjZu3Mjly5c5deoUVlZWqZlZCPERsbGxtGrVik2bNqGnp8eqVato0aKFrmMJ8c1IOAnYt29fFi5cyLhx4/j7779Zs2YNTk5Ouo6XIjExMSxevJjNmzdz7949evXqxevXr4mIiPii7VpaWmJra/vBHxsbG2xtbVEUhRUrVnD8+HE2bNjAhg0bKF68OL1796Z58+Y6GaIwOjqavn37smDBAgC8vb1Zs2aNXEwihA7Z29tz6NAhWrZsyfbt2/Hx8eG3336jT58+uo72STdu3GDKlCmsXr2auLg4ABwcHOjQoQNdunQhd+7cOk745dRqNcWKFdN1DCGEEEIIIdKlFBVfJk+ezM2bN/Hx8WHu3LnvnZB4+fIlvXr1YuPGjUyZMkU754QQIu1ERUXRtGlTdu7ciYGBARs2bKBRo0a6jiXEN8fY2JgFCxZQqVIlunbtyqFDhyhWrBjr16+ncuXKuo6XZIqisGnTJoYPH86dO3c+uIxardYWSj738+5y1tbWSR7zv1OnTly8eJE5c+awdu1aLly4QIcOHRg0aBBdunShe/fuuLm5peZD/6j79+/j4+PDuXPnUKlU33TPJiEyGlNTUzZv3kzv3r2ZP38+P/30E48ePWLKlCmo1elrGstz587xyy+/sHXrVu3QYpUqVaJMmTKMHj1ahuYSQgghhBAik0hR8WXr1q24ubmxevXqD55csbe3Z9WqVZw8eZLNmzdL8UWINBYREUGjRo3Yv38/xsbGbN26lVq1auk6lhDftFatWlG8eHF8fHy4du0aXl5eTJw4kcGDB6e7E4H/5evry+DBgzl37hwATk5ODBw4kDdv3lCrVi0cHR2xsbHB0tLyqzyWYsWKsWzZMqZOncqSJUuYN28ejx494pdffmHq1Kk0bNiQ3r17U7ly5TQbkmz37t20bt2aoKAgbG1tWbNmjRxHhUhn9PT0+P3338mWLRvDhg1j+vTpPH78mBUrVmBkZKTTbIqicPjwYX755RcOHTqkvb1BgwYMGzaM4sWLs3v3bp3nFEIIIYQQQnw9KTqj8uDBAypUqPDJq1oNDAyoUKECDx8+THE4IcTnhYWFUbt2bfbv34+ZmRm7du2SE4ZCfCX58+fn9OnTtG3bFo1Gw7Bhw6hXr16iMf3Tk3/++Yc6depQtWpVzp07h5mZGWPGjOH27dv89NNPFC1alOLFi2vH7v/aRSR7e3uGDh3K3bt32bx5M56ensTHx2t/L1KkCIsXL/7iIdHeFR8fz88//8z3339PUFAQpUqV4sKFC3IcFSKdUqlUDB06lD/++AN9fX3Wr19PrVq1CA4O1kkejUbD1q1bKVu2LNWrV+fQoUPo6enRtm1brl69yrZt2yhTpoxOsgkhhBBCCCF0K0VnVUxMTHj58uVnl3v58iUmJiYp2YUQIgmCg4Px9vbm6NGjWFpasm/fPqpWrarrWEJkKmZmZqxYsYIlS5ZgbGzM7t27KV68OKdPn9Z1NK2HDx/Svn17ihYtyp49e9DX16dnz57cuXMnXQ6Bo6+vT+PGjfH19eWff/7hxx9/xNTUlCtXrvDjjz/i6urKoEGDuHfv3hft58WLF9SqVYsJEyYA0KNHD44dO4a7u3tqPAwhRBpq06YNe/bswcLCAj8/PypWrMijR4++2v5jY2NZuXIlBQsWpHHjxpw5cwZjY2N69erFnTt3WLlyJQUKFPhqeYQQQgghhBDpT4qKLyVKlODIkSOcP3/+o8ucP38ePz8/SpYsmeJwQoiPe/nyJVWrVuX06dPY2Nhw6NAhKlSooOtYQmRKKpWKTp06cerUKXLnzs3Dhw+pVKkSs2bN0o73rwuvX79m0KBBeHh4sHLlShRFwcfHh3///Ze5c+fi5OSks2xJVahQIRYuXMjjx4+ZPn06OXLkICgoiOnTp5MrVy4aNGjAwYMHk/08nzx5kmLFinHw4EFMTU1Zs2YNv//+uwwJJEQGUr16dY4ePUrWrFm5du0a5cqV48qVK2m6z4iICObMmUPu3Llp3749169fx8rKiuHDh/PgwQPmzJkjBVwhhBBCCCEEkMLiS79+/YiNjaVatWqMHTsWf39/YmJiiImJwd/fnzFjxlC9enXi4+Pp169famcWItN79uwZnp6eXLx4EQcHByl0CpFOFClShPPnz+Pj40NsbCx9+/bFx8eHkJCQr5ojMjKSqVOnkitXLqZPn050dDRVqlTh9OnTbNy4kTx58nzVPKnBxsaGAQMG4O/vz44dO/D29kZRFO3vBQoUYN68eYSHh39yO4qiMGvWLCpXrsyTJ0/ImzcvZ86coWXLll/pkQghUlPRokU5deoU+fPn58mTJ1SsWJHDhw+n+n6CgoKYMGEC7u7u9OnTh4cPH+Lk5MTkyZN58OABEydOxNHRMdX3K4QQQgghhMi4UlR8qVOnDhMnTiQ8PJxx48aRL18+TE1NMTU1JV++fIwfP56wsDAmTJhA7dq1UzuzEJnao0ePqFy5MteuXcPZ2ZmjR49SuHBhXccSQvyPpaUlGzZsYM6cORgYGLB582ZKlCjBxYsX03zf8fHxrFixgrx58zJkyBCCg4MpWLAgu3btwtfXl9KlS6d5hrSmp6dHvXr12L9/P9evX6dnz56Ym5trf3dxcaFv3774+/u/t25YWBjNmzenb9++xMXF0axZM86ePStDAwmRwWXLlo2///6bypUrExoaSq1atVi7dm2qbDsgIIDBgwfj7u7Ozz//zMuXL8mRIwfz5s3j3r17DBkyBCsrq1TZlxBCCCGEEOLbkuKZdIcNG8apU6do3bo12bNnx8DAAAMDA7Jnz06bNm04efIkw4YNS82sQmR69+7do3Llyvj7++Pu7s7Ro0fJly+frmMJIf5DpVLRq1cvjh8/jru7O3fu3KFcuXIsWrQoTYYhUxSF3bt3U6xYMTp06MCjR49wdXVl+fLlXLp0iTp16qBSqVJ9v7qWL18+5s6dy5MnT5g1axZ58uQhNDSUWbNm4eHhQZ06ddizZw8ajYZr165RqlQpNm7ciL6+PrNnz2bdunVYWFjo+mEIIVKBjY0N+/bto2nTpsTGxtKqVSumTp2a4mPunTt36NatGzly5GDatGmEhYVRsGBBVq9eza1bt+jevbvMbSmEEEIIIYT4JP0vWblkyZKsXLkytbIIIT7h5s2bVKtWjSdPnpA7d24OHTpEtmzZdB1LCPEJpUuX5sKFC7Rr146//vqLrl27cuzYMebPn59qk9yfOXOGIUOG4OfnB4C1tTXDhw+nV69emebEoKWlJX369KFXr17s37+fOXPmsHv3bvbs2cOePXvInTs3T58+JSIiAldXVzZu3Ei5cuV0HVsIkcqMjY1Zt24dLi4uzJw5kyFDhvDo0SN+++039PT0krSNf/75h8mTJ7NhwwY0Gg0A5cuXZ9iwYdSpUwe1OsXXrgkhhBBCCCEyGfn2IEQGcOXKFe38BN999x1Hjx6VwosQGYStrS3bt29n6tSp6OnpsXr1akqXLs2///77Rdu9ffs2TZs2pUyZMvj5+WFkZMTAgQO5c+cOgwYNyjSFl3ep1Wpq1arFrl278Pf3p2/fvlhaWnL79m0iIiLw9vbmwoULUngR4humVquZMWMGM2bMQKVSMXfuXHx8fIiMjPzkesePH6du3boUKVKEdevWodFoqFWrFkeOHNHeJ4UXIYQQQgghRHLINwghgLi4OO0kzlOnTqVjx46UL18eOzs7cufOTffu3dmyZQvBwcFfPduFCxfw9PQkMDCQIkWK4OfnR9asWb96DiFEyqnVagYNGoSvry/Ozs5cv36dUqVKsWrVqmRv6/nz5/Tq1Yv8+fOzadMmVCoV7dq149atW0ybNg1bW9s0eAQZT+7cuZk5cyZPnjxh0aJFzJ8/nz179uDg4KDraEKIr6Bfv35s2LABQ0NDtm7dSrVq1Xj16lWiZRKGbKxUqRKVKlVi165dqFQqmjZtyoULF9izZw+VK1f+JodtFEIIIYQQQqS9JA07ljNnzhTvQKVScefOnRSvL0RqCg8P58aNG4l+rl+/jr+/P7GxsR9c5/Xr19y5c4cFCxagVqspXbo03t7e1KhRgzJlymBgYJBmeU+ePEnt2rUJCQmhdOnS7N27FxsbmzTbnxAibVWqVImLFy/SqlUrDh48SNu2bTl27BizZs36bE+V8PBwfv31V6ZPn054eDgAtWvXZvLkyRQuXPhrxM+QzM3N6dKli65jCCF0wMfHBycnJxo0aMDJkycpX748e/fuxc3NjT///JPJkydz+fJlAAwNDWnXrh2DBg0iT548Ok4uhBBCCCGE+BYkqfhy//59VCpViiaslCvFxNemKAoBAQGJiisJvz9+/Pij65mYmJAvXz7tT/78+fHw8ODRo0ccOHCAAwcOcP36dU6dOsWpU6cYP348FhYWeHp6UqNGDby9vfHw8Ei1Nu/n50fdunV58+YNlSpV4q+//sLS0jJVti2E0B1HR0f27t3LhAkTGDt2LIsXL+bMmTNs2rTpgyf8YmNjWbJkCWPHjuX58+cAlCpViilTpuDl5fW14wshRIZSuXJljh8/Tu3atbl16xblypXD3Nxce3GYmZkZ3bp1o1+/fri4uOg4rRBCCCGEEOJbkqTiS4ISJUrQunVrGjRokCnHkhfpS2xsLHfu3HmvwHLjxg1CQ0M/up6Tk1OiAkvC725ubh8cy7tIkSLUrVsXgMePH3PgwAH279/PwYMHefnyJTt37mTnzp0AuLm5aQsx1apVw97ePkWPbd++fTRs2JCoqCiqV6/Otm3bMDMzS9G2hBDpj56eHqNHj6ZChQq0bNmSy5cvU6JECZYtW8YPP/wAvC0kb968meHDh+Pv7w9Arly5mDRpEj4+PnJxgxBCJFGBAgU4deoUtWvX5p9//uH58+fY2dnRp08fevXqJcM1CiGEEEIIIdJEkoov69evZ82aNezdu5f+/fszatQomjRpQqtWrahataqcABJpLjo6mi1btnDx4kWOHj3K4MGDuXv3LnFxcR9cXq1WkytXrvcKLPny5fuiYbtcXV3p0KEDHTp0QKPRcPnyZfbv38+BAwc4duwYjx49YunSpSxduhSVSkXx4sW1Q5SVL18eIyOjz+5j+/btNG3alJiYGL7//nv+/PNPjI2NU5xZCJF+Va9enYsXL9K8eXOOHz+Oj48Pffr0oX79+owYMYLTp08D4ODgwOjRo+nSpQuGhoY6Ti2EEBmPs7Mzx44dY/z48bi5udGpUye5sEUIIYQQQgiRppJUfGnatClNmzbl9evXrF+/ntWrV7NixQpWrlxJlixZaNmyJa1ataJo0aKpEmr+/PnMnz+f+/fvA2+vVhs1ahS1a9cG3l4NPHbsWBYtWkRQUBBlypTh999/p0CBAtptREdHM3DgQNatW0dkZCTVqlVj3rx5uLq6pkpG8fUcPnyYHj16cPPmzffuMzMz+2Avlty5cyep0PEl1Go1xYoVo1ixYgwZMoSIiAiOHTum7Rlz5coVzp8/z/nz55k8eTKmpqZUrlxZ2zOmQIEC7xUuN2zYQOvWrYmLi6NJkyasXbtWTrQK8Y1zcXHB19eXkSNHMmXKFGbPns3s2bOBt8e4AQMGMHDgQCwsLHScVAghMjZLS0umTZum6xhCCCGEEEKITCJZw47Z2trSo0cPevTowf3791m1ahVr167l119/ZcaMGeTPn582bdrQsmVL3NzcUhzK1dWVyZMnkzt3bgBWrlxJgwYNuHjxIgUKFGDq1KnMmDGDFStW4OHhwYQJE/D29ubmzZvak1N9+/Zl586drF+/Hjs7OwYMGEDdunU5f/48enp6Kc4mvp5nz54xcOBA1qxZA7ydJ6FRo0bEx8fTuHFjChUqhIuLS7rpeWVqakrNmjWpWbMmAAEBARw8eFA7X8yzZ8/Yu3cve/fuBSBr1qx4e3vj7e1N9erV2bdvHx07dkSj0dCqVStWrFiBvn6yXqJCiAxKX1+fyZMnU7FiRdq2bUtoaChdunRh9OjRZMmSRdfxhBBCCCGEEEIIIUQyqRRFUb50I2fPnmXNmjVs2LCBwMBAHBwcePbsWWrk07K1tWXatGl07NgRZ2dn+vbty5AhQ4C3vVycnJyYMmUKXbt2JSQkBAcHB1atWkWzZs0AePr0KW5ubuzevVt7cvxzQkNDsbKyIiQkRCY6/4ri4+NZsGABI0aMICQkBJVKRffu3Zk4cSJmZmbs3r2bOnXqYGBgoOuoSaYoClevXtX2ijl69CiRkZEfXLZz584sWLBAioQZXGxsbIZsq0L3goKCiIqKImvWrF91v9JmRUYhbVVkRNJuRUYhbVVkRNJuRUYi7VVkNNJmPyypdYNUuaze3d2dnDlz4uzszPPnz9FoNKmxWeDtifhNmzbx5s0bypUrx71793j27Bk1atTQLmNkZESVKlU4ceIEXbt25fz588TGxiZaxtnZmYIFC3LixImPFl+io6OJjo7W/j9h0vbY2FhiY2NT7TGJjzt//jy9evXi/PnzABQvXpy5c+dSsmRJAO3fISP+PRKGROvduzdRUVGcPHmSAwcOcOjQIS5evAhAz549mTFjBhqNJlVfR+Lry8htVeiWubk55ubmX73tSJsVGYW0VZERSbsVGYW0VZERSbsVGYm0V5HRSJv9sKQ+Hynu+RIREcGWLVtYs2YNhw4dIj4+HisrK3744Qfatm1LxYoVU7JZrStXrlCuXDmioqIwNzdn7dq11KlThxMnTlChQgWePHmCs7Ozdvkff/yRBw8esG/fPtauXUuHDh0SFVIAatSoQY4cOVi4cOEH9zlmzBjGjh373u1r167F1NT0ix6P+LTw8HDWrFnD3r17URQFU1NTWrduTc2aNTNFD5CQkBBevXpFjhw50s0wakIIIYQQQgghhBBCCCESi4iIoGXLlqnb80Wj0bBv3z5Wr17Njh07iIiIwMDAgLp169K6dWvq1q2bapOD582bl0uXLhEcHMzmzZtp164dR44c0d7/3xPUiqJ89qT155YZNmwY/fv31/4/NDQUNzc3atSoIcOOpRFFUVi7di1DhgwhMDAQgBYtWjBlypQPznMQGxvLgQMH8Pb2lq5uIl2TtioyGmmzIqOQtioyImm3IqOQtioyImm3IiOR9ioyGmmzH5YwYtbnJKn4cvr0ae2cLi9evEClUlGhQgVat25N06ZNsba2/pKsH2RoaEju3LkBKFmyJGfPnmXWrFnaeV6ePXuWaDz8wMBAnJycAMiSJQsxMTEEBQVhY2OTaJny5ct/dJ9GRkYYGRm9d7uBgYE0rjRw48YNevToga+vL/C24DZv3jyqVq362XXlbyIyCmmrIqORNisyCmmrIiOSdisyCmmrIiOSdisyEmmvIqORNptYUp8LdVIWKleuHL///juOjo5MmjSJ+/fvc/ToUX788cc0Kbx8iKIoREdHkyNHDrJkycKBAwe098XExHDkyBFtYaVEiRIYGBgkWiYgIICrV69+svgivo6IiAhGjBhB4cKF8fX1xdjYmIkTJ3L58uUkFV6EEEIIIYQQQgghhBBCiPQsWcOO3blzh3HjxjFu3Lgkr6NSqXjz5k2yQg0fPpzatWvj5uZGWFgY69evx8/Pj71796JSqejbty+TJk0iT5485MmTh0mTJmFqakrLli0BsLKyolOnTgwYMAA7OztsbW0ZOHAghQoVonr16snKIlLXX3/9Re/evbl//z4A33//PXPmzCFHjhy6DSaEEEIIIYQQQgghhBBCpJIkF18URSEqKiots2g9f/6cNm3aEBAQgJWVFYULF2bv3r14e3sDMHjwYCIjI+nRowdBQUGUKVOG/fv3Y2Fhod3GzJkz0dfXp2nTpkRGRlKtWjVWrFiRKSZvT48ePnzITz/9xLZt2wBwc3Nj9uzZNGjQQCaYF0IIIYQQQgghhBBCCPFNSVLxRaPRpHWORJYuXfrJ+1UqFWPGjGHMmDEfXcbY2Jg5c+YwZ86cVE4nkiM2NpaZM2cyduxYIiIi0NfXp1+/fowaNQpzc3NdxxNCCCGEEEIIIYQQQgghUl2yhh0TIjmOHTtG9+7duXbtGgCVKlVi3rx5FCxYUMfJhBBCCCGEEEIIIYQQQoi0o9Z1APHtefHiBe3bt6dy5cpcu3YNe3t7li9fzpEjR6TwIoQQQgghhBBCCCGEEOKbJ8UXkWo0Gg2LFi0ib968rFy5EoAff/yRmzdv0r59e5nbRQghhBBCCCGEEEIIIUSmIMOOiVRx8eJFunfvzunTpwEoUqQICxYsoGzZsjpOJoQQQgghhBBCCCGEEEJ8XdLzRXyR0NBQ+vbtS8mSJTl9+jQWFhb89ttvnDt3TgovQgghhBBCCCGEEEIIITIl6fkiUkRRFDZu3Ei/fv0ICAgAoFmzZvz666+4uLjoOJ0QQgghhBBCCCGEEEIIoTtSfBHJ5u/vT69evdi/fz8AuXPn5vfff6dGjRo6TiaEEEIIIYQQQgghhBBC6J4UX0SyaDQa6taty61btzAyMmLYsGEMGTIEY2NjXUcTQgghhBBCCCGEEEIIIdIFKb6IZFGr1UydOpX58+czd+5ccufOretIQgghhBBCCCGEEEIIIUS6IsUXkWz169enfv36qFQqXUcRQgghhBBCCCGEEEIIIdIdKb6IZJOiixBCCCGEEEIIIYQQQgjxcWpdBxBCCCGEEEIIIYQQQgghhPiWSPFFCCGEEEIIIYQQQgghhBAiFUnxRQghhBBCCCGEEEIIIYQQIhVJ8UUIIYQQQgghhBBCCCGEECIVSfFFCCGEEEIIIYQQQgghhBAiFUnxRQghhBBCCCGEEEIIIYQQIhVJ8UUIIYQQQgghhBBCCCGEECIV6es6QHqmKAoAoaGhOk4iEsTGxhIREUFoaCgGBga6jiPER0lbFRmNtFmRUUhbFRmRtFuRUUhbFRmRtFuRkUh7FRmNtNkPS6gXJNQPPkaKL58QFhYGgJubm46TCCGEEEIIIYQQQgghhBAivQgLC8PKyuqj96uUz5VnMjGNRsPTp0+xsLBApVLpOo7gbVXRzc2NR48eYWlpqes4QnyUtFWR0UibFRmFtFWREUm7FRmFtFWREUm7FRmJtFeR0Uib/TBFUQgLC8PZ2Rm1+uMzu0jPl09Qq9W4urrqOob4AEtLS3nBiwxB2qrIaKTNioxC2qrIiKTdioxC2qrIiKTdioxE2qvIaKTNvu9TPV4SfLwsI4QQQgghhBBCCCGEEEIIIZJNii9CCCGEEEIIIYQQQgghhBCpSIovIkMxMjJi9OjRGBkZ6TqKEJ8kbVVkNNJmRUYhbVVkRNJuRUYhbVVkRNJuRUYi7VVkNNJmv4xKURRF1yGEEEIIIYQQQgghhBBCCCG+FdLzRQghhBBCCCGEEEIIIYQQIhVJ8UUIIYQQQgghhBBCCCGEECIVSfFFCCGEEEIIIYQQQgghhBAiFUnxRQghhBBCCCGEEEIIIYQQIhVJ8UUIIYQQQgghhBBCCCGEECIVSfFFCCGEEEIIIYQQQgghhBAiFUnxRQghhBBCCCGEEEIIIYQQIhVJ8UUIIYQQQgghhBBCCCGEECIVSfFFCCGEEEIIIYQQQgghhBAiFUnxRQghhBBCCCGEEEIIIYQQIhVJ8UUIIYQQQgghhBBCCCGEECIVSfFFCCGEEEIIIYQQQgghhBAiFUnxRQghhBBCCCGEEEIIIYQQIhVJ8UUIIYQQQgghhBBCCCGEECIVSfFFCCGEEEIIIYQQQgghhBAiFUnxRQghMpkxY8agUqnw9PTUdRQhhBDp3IoVK1CpVGTPnl3XUYQOJOXvv2PHDqpWrYqNjQ1qtRqVSkXfvn2BjPuZw9PTE5VKxZgxY3QdJd1r3749KpWK9u3b6zqK0KG0fq/41PbT+3HGz88PlUqFSqV6776M8h4rx0QhhEg5Kb4IIUQGFhQUhLGxsfYDvb+//1fbd8I+3/1Rq9VYW1tTvHhxBg8ezMOHD79aHpHxvfvl9HM/fn5+uo77zQkODmbMmDGMGTOG4OBgnWZJOBmhUqm4f//+Z5fPnj17pjz55+fnx5gxY1ixYoWuo6TItm3bGDNmDNu2bdN1lEzn/v372tf7l9i8eTMNGjTA19eX0NBQ7O3tcXJywtLSMnWCpjJpc+JdCSeUVSoVxYsXR1GUjy777vuS+LZl9PfW5JBjohBCpD0pvgghRAa2Zs0aoqOjtf9ftmzZZ9ext7cnb968ZMuWLVUymJmZ4eTkhJOTE3Z2doSEhHDx4kWmTZtGgQIF2L17d6rsR2QuNjY22nb1oR9DQ0NdR/zmBAcHM3bsWMaOHavz4otIGj8/P8aOHZumJ4isrKzImzcvuXLlSvVtb9u2jbFjx8pJHx24f/++9vX+KZ/7+0+bNg2AJk2aEBYWRmBgIM+ePWPcuHFA6n/m+FJJbXPZsmUjb9682Nvbf51gGVjWrFnJmzcvWbNm1XWUL3Lx4kXWr1+v6xgiBVL7OJPa762mpqbkzZuXvHnzpsr2UpMcE4UQIu3p6zqAEEKIlFu6dCkAvXv3Zs6cOaxcuZIJEyagp6f30XV69epFr169Ui3DwIEDE105GxYWxtq1axk0aBBhYWE0a9aM27dv4+TklGr7FN++LVu2pNvhI4TITBo1akSjRo10HUPoyOf+/leuXAHeDj1lamr63v2p/Znja/njjz90HSHD+OWXX/jll190HSNVjBw5kh9++AEDAwNdRxHJkN6PM6VLl+bGjRu6jvFF5JgohBApJz1fhBAig7pw4QKXLl3C2tqaqVOnkjNnTgICAtizZ49Oc1lYWNC1a1dmzpwJQHh4eKboti+EEEJkNhEREQCYm5vrOIkQKVetWjWMjY25e/cuCxcu1HUcIYQQQnxDpPgihBAZVEKvl2bNmmFsbEybNm0S3f4xn5qU8t1JUxVFYcmSJVSsWBE7OztUKlWyiiitWrVCrX77NnP27Fnt7RcuXGDcuHFUrlwZd3d3jI2Nsba2pmzZskyZMoXw8PCPbjMyMpLp06dTrlw5bGxsMDAwwMHBge+++4527dqxefPm99aJi4tj0aJFeHp6Ym9vj4GBAXZ2duTNm5dmzZp9cqi2Z8+eMXToUIoUKYKVlRXGxsbkzJmTzp078++//35wnf9Oqnn79m06duyIm5sbRkZGuLq60qVLF548efLJ5+/KlSs0b96cLFmyaPfbu3dvAgMDPzlxZ4KoqChmz55NlSpVsLe3x9DQkCxZstCwYUP27t370fXenVMlMDCQ/v374+Hhgamp6Xv727dvH40bN8bV1RVDQ0MsLS3JmTMnNWrUYPr06bx+/fqTjzG1bdmyhbp162qHJXNycqJu3bps3br1o+skt82npE0k0Gg0bNy4kYYNG+Li4oKRkREODg6UKFGCoUOHcvXq1UTLx8bGcuDAAfr06UPJkiXJmjUrhoaGODo6UrNmTdatW/fJ8ekfP35Mv379KFCgAGZmZhgZGeHs7FU3FjYAAQAASURBVEyJEiXo169fotelp6cnOXLk0P4/R44ciebYyci9kN5t02FhYYwcOZJ8+fJhYmKCnZ0ddevW5fTp05/dzv79+2nevDnu7u6YmJhga2tL4cKF6d27NydPnvzgOvHx8axYsYKaNWtq26WDgwM1a9Zk/fr1H/37Jcxhs2LFCsLDwxk1ahSFChXCwsJCOw+OSqXSDhl15MiR9+ZFerfthoSEsH79elq1akWhQoWwtbXF2NgYd3d3WrZsyalTpz76uJMzyfGhQ4f4/vvvcXBwwNjYmPz58zN27FiioqISrZdwDFu5ciUAK1eu/OC8TtevX9f+/8yZMx/NCNCmTZsUt9WgoCAGDRpErly5MDY2JmvWrPj4+HD+/HkgcRtK6nOTIOFv9aH5izQaDX///TdDhw6lbNmy2mOpnZ0dVapUYcGCBcTGxiZpu8+fP+enn34iR44cGBsb4+TkRPPmzT94tXX27Nnx8vLS/v+/z/27cyd96DG+u+8EXl5eibaRICkTYb969Ypx48ZRpkwZbdvMnj07NWvWZMGCBYSEhCRaPjAwkGXLltG4cWPy58+PlZUVJiYm5M6dm86dO3Pt2rX39pHUNpcgKZNLf+l7DsCff/6Jp6cntra2mJqaUrRoUWbNmoVGo/noNj7l3WNHUjO8KyWfmT61vXefR0VRWLx4MWXKlMHS0hILCwvKlSvH6tWrP/mYYmNjmTlzJkWLFsXMzAxbW1s8PT35888/39tHSrm6utK7d28Axo8f/8nPop8SEhLCuHHjKF68OJaWlpiYmJAnTx66d+/O3bt3P7peUj57/fc1/+DBA7p06UK2bNkwNjYmV65cjBw5kjdv3mi3e/XqVVq3bo2bmxvGxsbkyZOHCRMmfPS48iXvFanh1KlTNGzYEHt7e0xMTMibNy8jRoz47N/jc8eZpH5eTe5767ttLzY2ll9//ZWSJUtibW2d6JiSlM/tCQ4cOEDt2rVxcHDAxMSEAgUKMGHChPfeRxN86vWX4EPH8cxyTBRCiHRBEUIIkeFERkYq1tbWCqD8/fffiqIoyp07dxSVSqXo6+srz549++i6o0ePVgClSpUq793Xrl07BVDatm2r/PDDDwqgqNVqxcbGRlGr1cry5cu1ywIKoIwePfqj+3JwcFAAxdvb+731Erad8DgSfr777jvl+fPn720rNDRUKVKkiHY5lUqlWFtbK/r6+trb3N3dE60TFxeneHt7J9q+lZWVYmRklOi2D9m5c6dibm6uXcbAwEAxMzPT/t/Q0FBZuXLle+v5+vpqlzl8+LB2GxYWFomyOjs7K48fP/7gvrds2aIYGBholzU3N1eMjY0VQMmaNauyfPnyT2a/deuWkidPnkTPlZWVVaLH3L179w+um3D/4sWLFScnJwVQjI2NFQsLi0T7Gzt2bKLtmZqaJnq+AMXX1/eD+/iYd5+75KwbHR2tNGvWLFG7SmizCbe1aNFCiYmJeW/d5LT5lLYJRVGUFy9eKJUrV36vLb77d27QoMFHnw9AMTIyeu859vHxUeLj49/b36VLlxQbGxvtcnp6eoqNjY2iUqm0t7Vr1067fKNGjRR7e3vtffb29oqTk5P2p1GjRkn+e6SGd9v4vXv3Pru8u7v7e48pQcJ21q5dq+TOnVvbpk1NTRP9Lffu3fvBbb9580bx8fFJ9LxbWFgkOo4UKVLkvfWePXumlClT5r2/+bv/r1+/vhIdHf3RxzN9+nTFw8ND274SjpdHjx5VnJyctO3PwMAg0d/LyclJWb9+vXZ7Ccf9d48p7+ZXqVTKrFmzPvm3+O/x9d3tVqlSRZk6daqiUqm0x+Z325qXl5cSFxenXe/vv/9WnJyctMc1Y2Pj9/InvLdVqVJFAZROnTp9MJ+iKMrr16+121qzZs1Hl/uQe/fuaZ/vhOfZ0tJS+/v27ds/elz61HPz7vY/1pbfvQ9Q9PX1tftO+KlUqZISERHxye3+9ddfiqOjo/ZY/O7f1tLSUrl06VKidUuWLJno+PDf575Pnz6ffIwPHz7ULpuwDRsbm0TbSPCpzxyKoij79u1LlEVfX/+9zwVbt25NtE7Ccfvdx/ju+6uRkZHy559/JlonOW1OUf6/3X3oM05qvOe0a9dO6dmzp3b9/z7mtm3bfvD5+pyEtvzue9enMrwrpZ+ZPrY9Rfn/53HkyJFKgwYNPtrOR40a9cGs4eHhid47//teNnTo0E/+rT4nYd127dopr1+/1v4dxo4d+96yn/vsdfXqVcXV1VW7zLufnT7WLhMkLPOpz17vvuY3b96szWppaano6eklOmbExMQof/31l/Z9zsrKKtExuVmzZh/MkVbvFUmxdOnSRK8hKysrxdDQUAGUfPnyKTNmzEjSe9F/JefzasKxLanvrQntZ8iQIUr58uW17TvhmJaw3Xc/z33qeZs7d6727/Tf7zjFihVTXr9+/d76n3r9fWgfCTLLMVEIIdIDKb4IIUQGtHr1agVQcufOnej2SpUqKYAybdq0j66blOKLubm5oq+vr0yfPl0JCQlRFEVRwsLClKdPn2qXTfgw/LEvu+Hh4dovEO9+yatevbqybNky5cGDB0psbKyiKIoSERGhbNmyRcmbN68CfPBE7/jx4xVAsbW1VTZv3qxERUUpiqIo8fHxypMnT5Q//vhD6dKlS6J1Vq1apf1CsWTJEiUsLExRFEXRaDTK8+fPlS1btihNmjR5b1+nT5/WfuHr2rWrcv36de2JwwcPHig9evTQfsE6e/ZsonXf/YJlY2Oj1K9fX7l+/bqiKG+/nGzYsEH7ZbpNmzbv7fvOnTvaL8vFixdXzp07p8184MABxd3dPdGJqv8KCgpSsmfPrgBK1apVlaNHj2qfq+DgYGXGjBnaL52//fbbe+u/+4U7b968yqFDh7Qn92/evKkoiqLcv39f+4Wqf//+ypMnT7TrBwcHK8eOHVN69OihzZ5UKS2+DBgwQHtS4Oeff1aCgoIURXl7Qnb48OHabQ4ZMuS9dZPa5r+kTcTGxioVKlTQnnyZMmWKEhgYqCjK25Nd9+7dUxYuXKgMGzYs0XqnTp1SWrZsqezatUt59uyZotFoFEVRlFevXimzZs3Snrz60ImQatWqadvQyZMntetGR0crt27dUqZPn65MnTo10TqfOkn8taVF8cXGxkb57rvvlMOHDyvx8fGKRqNRzpw5oz3uuLu7f7CQ1bRpU+3JgCFDhiiPHj1SFOXta/Lx48fKmjVrlG7duiVaJzo6WilVqpT2b7Br1y7lzZs3iqK8PTauXLlSe7K8b9++H3085ubmSpYsWZQtW7ZoT1o8evRIu63PndhOMH/+fKVfv37KqVOntK8PjUaj3L17V/npp58UlUql6OnpKRcuXHhv3aQUX6ytrRW1Wq0MGzZMefHihaIoihISEqKMGjVK+/wvXbr0vfWTctJo/fr1CqCYmZkpoaGhH1xm9uzZCqDY2dlpj3dJERcXp5QsWVLbPjZu3Kh9X7p27ZpSqVKlRCeAUrv48ujRI6VBgwbKhg0blCdPnmjbX1hYmLJ8+XLF2dlZAZR+/fp9crs2NjZKhQoVtMee2NhY5cCBA0rWrFm1J2P/61MnA5PzGD93zP5UG71w4YL2xF+BAgWU3bt3a9v5mzdvlLNnzyoDBgxQDh48mGi9MWPGKCNHjlQuXryohIeHK4ry9rPA1atXlVatWmnby7vvTQmS0uYU5dMnGlPjPcfGxkYxNDRUZsyYoX3PefnypdK5c2ft+ocOHfpkxg/5kuJLSj8zJaX4YmNjo1hZWSkrVqzQFhMfPXqk1KtXT3t8vXXr1nvrd+3aVXv/lClTtJlevHih9OnTR3v8+dTn0U95t/iiKIoyefJkBd4W2BPepxN8qvgSGhqq5MiRQwEUFxcXZdeuXdrX86VLl5SyZctqPwP8txiqKEn77PXua97a2lqpVq2acu3aNUVR3n6Onj17trYIM3LkSMXKykpp1qyZcv/+fUVR3h5XRowYod3GgQMH3suRVu8Vn3P+/HltocHT01P7uTkmJkZZt26dYm1trf07J6f4ktLPq0l9b01oP+bm5oq5ubmyfPlybft++fKl8urVK0VRklZ8MTU1VQwMDBQfHx/l4cOHiqK8vdhuwYIF2gLYh74fpbT4kpz1332sGe2YKIQQ6YEUX4QQIgPy8vJSAGXcuHGJbl+8eLECb68Q+5ikFF8AZfbs2Z/M8Lniy7Rp07TLzJw583MPSVEURXn8+LFiZGSkqFQq5cGDB4nuq127tgIokyZNStK2FEVRunfvrgDKjz/+mOR1FEXRnjT9+eefP7pMwpf+T/VW8PLy+uDJ3IQThSYmJtoTfQk6deqkAIqjo6P2S9u7bty4kegqxP8aOHCgtvDy320n2LJliwJvezf8d5mE7VpaWmpPMv/Xhg0bFEDx8PD44P0p9d/C1X+vwEv4WbRokXadx48fa7+w/7d4kaB///4KvL2C8d0CoqIkvc1/SZtYsmSJ9kvprl27kvBMJM2mTZsUQMmVK9d795mYmCiAcuLEiSRv71svvjg4OHywV90///yjXeb48eOJ7jt48KD2vnnz5iU5/9y5c7UnlD9WMDh37pyiUqkUQ0PD93IlPJ6PneRKkNQTRJ+TcLXph3qXJKX48qn3gsaNGyuAUr169ffuS8pJn5iYGG2hasGCBR9cplChQtqTa8mRcCwD3jvBryhvCwC5cuVKs+LL55w9e1ZbSIiMjPzodvPly/fB3jE7duzQLvPf43l6KL5UrFhRAZQ8efIowcHBn8yRHN9//70CKOPHj3/vvi890Zia7zkfK5CUKFFCAZTOnTt/MuOHfEnxJaWfmZJSfIG3vYH/KyoqSltknDBhQqL7Hjx4oD1x/qG/5bv7Tq3iS0REhOLi4qIAiXqAKcqniy8JRRsDAwPlypUr790fGhqqvTDm+++/f+/+pHz2evc1X6BAgQ8Wmtu0aaNdxtvbW3vhxbsSLtT6VG/Cj0npe8XnJHzG9/Dw+OCxbO/evdrHlZziS0o/rya3+AIoO3bs+OhySSm+JOzvQ98bEj5HAsqZM2cS3afr4kt6PyYKIUR6IHO+CCFEBnP37l3tOL0J87wkaNq0KSYmJty4cYMTJ06keB82NjZ07do12evFx8dz+/Ztxo4dy8iRIwGwtbWlXbt2SVrfxcWFIkWKoCjKe/mtra0BCAgISHKehHWePXuW5HUuX77M2bNnMTAwYMCAAR9drm3btgAcPHiQ+Pj4Dy4zfPhw7bw372rQoAHwdg4bf39/7e2KomjnrenevTv/x959h0dRdQEc/m1J2/SEkgKEKiJdUECkSJUiIE1BOqKIKBGxoIAggoIKKBZAlKIiCEgH6SIISJfeQwkQEtL77mbn+yNfJiwkIVmSbALnfZ59yMzcmT07e2d2mDP3Xh8fn7vWrVq1Kj179szy/RRFUftjf/vtt9Hr9VmW69KlCx4eHty6dUsd0+BOffv2pUyZMlkuy9iv8fHxVn2L56fo6Ghu3ryZ5ev291y+fDlmsxlnZ2fef//9LLc1ZswYnJycMJlMah/xd8qpzt9vncj4Ttq3b0/79u1z/uB50KFDBwAuXLhw13Fhy/HyoHvllVcoVarUXfNr1qypjndz9OhRq2UZ31316tV57bXXcv1ec+fOBWDYsGG4u7tnWaZevXpUr14do9HI9u3bsyzz7LPPUrdu3Vy/r60y6tKuXbtsWt/JyYlRo0ZluSzjfHfnvs0tBwcHBg8eDMCcOXPuWr53716OHTsGpH/HebF48WIAGjduTMuWLe9abjAYePfdd/Macr6pX78+pUqVIjExkSNHjmRb7u2338bFxeWu+e3atcPR0RFA3UdFxblz59T6NnnyZDw9PfNt2/dbn3OSX785ZcuWVX8z7tSpUyfA9mPGVrZcM+VW48aNrcYZyuDk5ETbtm2Buz/v8uXLsVgsGAwG3nrrrSy3O3bs2HyN08XFRR3TYtasWYSEhORqvSVLlgDQvXt3atSocddyd3d39VyyYcOGu8YxypDTtdft3nrrLZycnO6an7EvAd5///0sxxjJbn/nRkEcWzExMWzcuBGAd955J8tzWdu2bWnUqFGet10Y16uQfo3w3HPP3fd2xowZk+X/GwYOHKjWi4zfraLiQT4nCiFEfpHkixBCFDM//fQTiqLQpEmTuwb59fDwoEuXLmo5Wz3xxBPqDZt7mTBhgjowo16vp0qVKowfP57U1FRKlizJqlWr8Pb2VstbLBYWLVpEp06dKFeuHC4uLlaDO2YMqhwaGmr1Ph07dgTgm2++oVevXqxcuZJbt27lGFv79u3RaDSsXr2adu3a8dtvv3H9+vUc18n4D6XFYqFq1ar4+fll+Xr22WcBSExMJDIyMsttNWjQIMv5AQEB6t+3D0p/8eJFYmJiAGjWrFm2MWY3oOjJkyfV7Q0YMCDb2P39/dXBSy9fvpzltho3bpzt+z/55JOUKFGCGzdu0KBBA7755htOnz6d4+DvebV9+3aU9Ba6d72Cg4PVcgcOHADS66yHh0eW2/L29qZ+/fpW5e+UU52/nzphNpvVge1t+Y95fHw8n3/+Oc2aNaNUqVI4Ojqqx4rBYFDLXbt2zWq9jOOlf//+vP322+zYsYOkpKQ8v/+DJLvjETKPyduPR0BNAuflu4uPj1dvEIwdOzbb+uLn58eZM2cA247DvLp48SKjRo2iXr16eHl5odPp1LqUkRS887ybW9WrV8fNzS3LZdnt27x45ZVX0Gq1HDp0iEOHDlkt++GHH4D0c2bVqlXztN2M80GLFi2yLZPTsvxgNBqZNWsWbdq0ISAgAGdnZ6vfxPDwcCDn7ya7uq3X6ylZsiRwf/u/IGQcWzqdjnbt2uV5/f/++49hw4ZRq1YtPDw80Gq16j4bNmwYYHt9zkl+/uZkdZMV8ueYsYUt10y5Zcv5N+NYr1+/Pq6urlmuW6lSJcqWLZsvMWYYOHAgjz76KEajkXHjxt2zvNFoVM/5rVq1yrZc69atgfRriTvPYxlye85/8skns5xfunRp9e8nnngixzLR0dFZLi/I34qsHDp0SB1MPb/PxYVxvQr581ut1+tp0qRJlsu0Wq167Z/dOcVeHuRzohBC5JesH4kVQghRJFksFhYsWACQ7dNB/fv357fffmPJkiXMmDEj2xtiOcnq6fDsuLq6qu+h1Wpxc3OjYsWKtGzZkkGDBuHr66uWTUpKomPHjlZPeTs6OuLj44ODgwOQfmFtMpnuekKtd+/e7Nu3j5kzZ7J48WL1ya/KlSvTpk0bBg0aRL169azWefrpp5kyZQpjxozhzz//5M8//wSgTJkytGrVin79+t31JGbGjYa0tDRu3ryZq32Q3U3t7J54v71FislkUv+OiIhQ/749QXOnwMDALOfffpPk9m3lJLvYc6oDXl5e/Pbbb/Tu3ZsTJ07wxhtvAODp6UnTpk3p2bMnL7zwgvqdFqSMG5PZ7ZMMGU8MZpS/U06f937qRGRkpPodBwUF5WrdDGfPnqVly5ZWNzkMBgNeXl7qf1Az4rnzeJk6dSrnz59n+/btTJs2jWnTpqHT6ahTpw4dOnTglVdeuec+s8WSJUsYMWJElsv++OMPnnrqqXx/z9zK7niEzGPy9uMRMp8Az8t3FxYWpt5Iyu2NAluOw7xYsWIFvXr1IjU1VZ3n4eGh3ug3Go1ER0fb/GRwbvat2Wy2adsA5cuXp23btmzYsIE5c+Ywa9YsAOLi4tQnzm1prZmb80dunkK3VXh4OK1atbJqleLs7EyJEiXQ6XRA+rncYrHk+N3YUrftLePYKlGiRLY31rPzzTffMGLECPU402g0eHp6qi0BkpOTiYuLK5An3fPrN6cofme2XDPlli2fN+M6JqfrIUj/Lq5evWpTXFnR6XRMmjSJbt26sWjRIkaNGkXt2rWzLR8VFaW2ds3tucSWa5Hb5eb68l5lsqpfBf1bkZXb90V+n4sL63o1P36rS5QokWVrpgwZ+ya7umMvD/I5UQgh8ou0fBFCiGJk48aN6o3Yl19+2erp2IxXxtP3CQkJ/P777za9T8ZNn9wYNWoUYWFhhIWFcf36dc6ePcuff/7JO++8Y5V4AZg0aRLbt2/HxcWF6dOnc/nyZVJSUoiMjFS3kfF0ZFZPpc2YMYMzZ84wefJk2rVrh5eXF+fPn+e7776jfv36Vi0iMrzzzjuEhIQwffp0unTpQqlSpQgNDWX+/Pm0aNGCHj16WF3MZ/wH+tFHH8225cWdrztbINnq9s+cVVcRWZW73e1dXYWFheUq9gEDBmS5rXvVgVatWhESEsLChQvp378/VapUITY2ljVr1tC3b1/q1q17V2uMgpTT/spNuZw+b37VidzGmGHgwIGEhoZSvnx5li5dSmRkJImJiYSHhxMWFma1f++sE15eXmzbto2dO3fy7rvv0rhxY/R6PQcPHuTjjz+mSpUq/Pbbb3mKJzeSk5Oz7S7OaDTmeju3dzuSnJx8z/IZyYusuiu5HxnfWV6+u9uPw7179+aqvmR0c3OnvJyLsxMZGcmAAQNITU2lRYsW/PXXXyQlJREbG8vNmzcJCwtj6dKl9/0+BS2j27dFixapN/4y/vb19aVr1642bzun7zevx21evPXWWxw7dgxfX19++uknbty4QXJyMhEREepvYsaN5/x+UruoyOv+PXXqFMHBwVgsFnr06MG+fftISUkhOjpa3WfTpk0DCnaf3e9vTlGV12umgpTx/d1rHxbE99y1a1caNGiAxWJh9OjRuV4vt+cSW65FCtqD8ltxp8K4Xs2P7624nSvu9KCeE4UQIj9I8kUIIYqRH3/8MU/l76frsYKQ0Vpl3LhxBAcHU65cubsuwu/V13jlypUZPXo069evJzIykj179qhdrX311VesXr36rnUCAgIIDg5mxYoV3Lx5k6NHj/Lyyy8DsGzZMr7//nu1rJ+fH5De7UJB9g+dldufnMupq4/slmXEDoXTv7+rqyt9+/Zl/vz5nD17ltDQUKZMmYKzs7PVE4YFKWOf3eup14ykZUYXPHlxP3XC19dXfaLy0qVLuV7v6tWrarc8v/32G927d79rDKDc9Muf8STzrl27iImJYdWqVdSsWZPk5GQGDRqU65Y8uTVgwIBsEwzZdZeXlRIlSqh/3+umSEpKitrCxJbvNycZ331evrvbu30pCuNsrF+/nri4OLy9vVmzZg3NmjW7K0lVEGM85LcOHTpQrlw54uPj1d+SjC7HBgwYkOMTw9nJOH/k1IVOTssynsZNSUnJtkx2YzuYTCb++OMPIL0lx8CBA63O4ZCeyLtX95rFlb+/P5DeuiEv59Vly5aRlpZGtWrVWLx4cZZdRhZkfS6M35z7cT91MkNerpkKUsa+vlfXZ/nVNdqdpkyZAqSP0bJjx45sy/n4+Kg333OqF7cvK+x6kRv2+q24/do3p9/7+0mQFIXr1XuJiIiwanF0p4zPf2crm/w45u9HUT8nCiFEUSDJFyGEKCYiIiLUxMKyZcuIj4/P9pUxbso///zD6dOn7Rm2lYwL8+wGkL506RLnz5/P9fa0Wi0NGzZk2bJllCtXDoDNmzffc72aNWvyww8/qH00375Oxjyj0ciKFStyHUt+qFixojo46F9//ZVtueyW1ahRQ+1v2R4DcgYGBvLuu++qg9Ln5ru4X7f3IZ3dfy5jYmKs+qTOq/upE3q9Xu2bfc2aNble7/b/xGZ3vGzZsiVPsTg7O9OpUyf1hm9KSorVoLm397Vt76fsH3/8cTUxe6+Bfffs2aO2Nrmz68H7ldFNWl6+O29vbx577DGg4I/DjO8sp+8roy5VrVrVapyg2+W1LuWX3MR/e9khQ4YAMGfOHKvxXzLm51XG+eP2rjDvtG3btmyXZYxnFh4enu1Ns3///TfL+REREerNsuyO8V27duV4Q+1+2Pt4zzi20tLS2LBhQ67Xy6jPtWvXznZ8gJzqc17qXFYK4zfnfmTUyexuhFosljyPGZHTNVNBevzxx4H0fZ1dgu7ixYv52uXY7Zo1a6aOR/Tee+9lW87R0ZFatWoBsHXr1mzLZdRLrVarfraixF6/FY8//rh6XNp6Ls6re12v3u95whZmsznb6x1FUfj777+BzHNQhnsd85D97xA8+OdEIYQoCiT5IoQQxcTPP/+MyWTC09OT5557Djc3t2xfTzzxBI8++ihQtFq/eHp6AukD5Wbl/fffz3bdnJ4G0+l06pOvtzf9z2kdyOyi6PZ16tevr94I+/DDD+85dkp+Dv6o0WjUrnNmzZqV5WCo586dy7Y7Ob1ez6BBgwBYsGDBPW9a2xq7Lfu1oHTr1g29Xk9KSor6lOqdJk+eTGpqKg4ODnTr1i3P73G/dWLw4MFA+lOl69evz9V7ZhwrkPXxEh8fzyeffJLlumazWR0LISu3P8l6+3d0+0CpMTExuYqzoHh7e6uDE8+ePTvbgYEVRWHq1KlA+tPHOQ12bIuM7+7EiRN5etr7lVdeAdJvxN0rAXM/55CM7yyn7yujLp09ezbLG/lHjhxh0aJFNsdwP3IT/+1efvll9Ho9+/btU7uZbNasGVWrVrXp/V944QUgPcmRVVI7OTmZzz//PNv1M8aBUBQly8RscnIy06dPz3JdDw8PNcGY1TFuNpv58MMP7/kZbGXv471y5co0bdoUgA8++IC4uLhcrZdRn48dO5blzcINGzbk+PBCXuvcnQrjN+d+ZNTJFStWZLl/FixYkG1rrqL02w7pXX9ptVoSExP56quvsiwzadKkAo3h008/RavV8u+//6oPLmTlxRdfBNIfjjp+/PhdyxMSEtTfqvbt21v9xhcV9vqt8PLyok2bNgB88cUXWb73li1b1NbAeWFrnb7f84StJk2alOX124IFC7hy5QqQ+buVIeOY379/f5YJmFOnTuVYdx/0c6IQQhQFknwRQohiIiOJ0rlz57u62MhKjx49AFi4cOF9DXScnzLGo/nkk0/4448/1LhCQkLo3bs3v//+u/oE150aNGjAm2++yV9//WX1BOT169d544031BYz7du3V5d16dKFQYMGsWHDBqv/VERFRfHJJ5+oTyjevo5Go2HWrFk4OTlx5coVGjRowLJly6wGxL527Rq//PILrVu3zvFpSFt88MEHuLi4cPPmTdq0acPhw4eB9Jt727Zto23bttk+kQgwduxYKlWqhNls5tlnn2XatGlWyYLY2Fj+/PNP+vfvT5MmTWyKccqUKbRr146ff/7Z6iZOamoqv//+u3qz8vb9WlACAwPVAd4/++wzPvroI/W7jomJYezYsWo8I0eOVLu6yYv7rRN9+/bl6aefRlEUunXrxueff652JZSWlsalS5eYPn261XqPPfaY2ppr0KBBHDx4UF22Z88emjdvnm1CIjQ0lCpVqvDJJ59w+PBhq+P/6NGj9OnTB0jvhiPj5iek3wDJGDB13rx5dj9vTJ48GUdHR8LCwmjatCkbN25Ux41RFIUjR47w/PPPq4NCf/zxx3keuPtennnmGfWm2vDhwxk9erRa5xVF4fr168ydO1dN0mQYOnSoOn5V3759GTNmjNVNkaSkJP766y+GDx9OpUqVbI6vRo0aQHpyKLsbU23atEGr1RIVFcVLL72kdl1iNBr5/fffadOmTY4D3RakjPh37tyZq1aafn5+dO7cWV0H4NVXX7X5/bt166Y+gd6tWzeWL1+utqI6deoU7dq1y3Fw4zJlyvD0008D6eeXLVu2qOsfPHiQVq1aZbu+m5ub2pJg5MiRbNu2Tb3pdvz4cdq3b8+BAwfyvU5neOSRR9Rriblz59ql9ctXX32Fs7Mz586do3Hjxvz555/qeCJJSUn8+++/DB061Opp+4zriBMnTvD666+rycvExERmz55N9+7d7xpv7nZ5rXN3KozfnPvRq1cvIL3+vvLKK0RGRgIQFxfH9OnTGTp06F1dWGaw5ZqpIAUFBann1nHjxvHFF1+QkJAApI9PMnLkSH766Se1xXBBqF27Nr179wZybgH52muvUaFCBUwmE+3atWPDhg3q8Xzs2DHatm1LSEgIjo6O2T44YW/2/K2YOHEiOp2O06dP06FDB86cOQOkJ6F///13evbsadP3bOv1am5+W/ObwWBg165d9O7dW401JSWFH374QR3zrHPnzmpr6gwZD+SZTCZ69uyp7juTycSqVato1apVjr8jD/o5UQghigRFCCFEkbdnzx4FUABlzZo1uVrn6NGj6jorV65U53/00UcKoDRr1uyudfr3768ASv/+/e+5/Yxtf/TRR7n8FIpy6dIlpXTp0uq6er1e8fT0VKcnT56sNGvWLMvtBgUFqeU0Go3i5eWluLq6qvMA5a233rJaJ2NbGS8PDw/Fw8PDal737t2VtLS0u2LdtGmT4uvrq5bT6XSKr6+vYjAYrNZ/+eWXrdbbvn27uiw3+2/79u13LVu6dKmi1+vVMu7u7ur7BgYGKvPmzVMAxcnJKcttX7x4Ualdu7ZVnF5eXnd99sqVK+cprgwZdSjj5eLiovj4+CgajUadV61aNeXGjRs57oM73b7vcnr/O6Wmpio9e/ZU19VqtYq3t7ei1WrVeb169VKMRuNd6+alzttaJxRFUSIiIpQmTZrcVYcdHBzUeZ07d7ZaZ82aNVb1wGAwqO9lMBiULVu2ZLm/QkJCrOLR6XSKj4+P4ujoqM5zdHRUli5delecEydOVMs4OTkpZcuWVYKCgpQXXnjhnvunIKxcuVJxd3e3Omf4+voqzs7OVvty7Nix2W4jN3Uqu/OOoihKYmKi0rVr17vOJU5OTup07dq171ovIiJCadGixV3reXl5WR0rer3+rnUzznfz5s3Lcf+YTCalatWq6ra8vb2VoKAgJSgoyOr7fe+996zi8PT0VOtehQoVlF9//TXb81bG+SYoKOiuZTn9nmTI6ZwYFRWllCxZUl1eokQJNf49e/Zkub3b672vr6+SkpKS4z66lwsXLihly5a1qvcZv0uOjo7KqlWrcqxDhw8ftqqjzs7O6m9T6dKllXXr1qnLQkJCrNY9cOCA1e+Yk5OTui29Xq8sXLgw27pw+3F+53Zvl1NdGjx4sNX5pVy5ckpQUJDy9ttvq2Vy+v4V5d7H173qyMaNG62uAxwcHBRvb2+r+rpixQqrdV588cW7ft90Op0CKPXq1VNmzpyZbcy5rXM5nRMK+jfnXvv8Xvr163fX/smIbfjw4dnGYOs1U06fKaf9mCGnOhIfH688/fTTVr9n3t7e6jl0zJgxStOmTRVA+fTTT/O8rzLiy+n7CAkJsfr9zOpcpiiKcuzYMSUwMNDqXHD7/nNycsryd1dRcvc7lZtjPjfXoDnVr4L6rciN2bNnW/02enp6qr+zjz76qDJt2rQ8/xbZer2a29/W3NRvRcn5e7l9v33zzTdqbN7e3lbXiLVr11Zu3bqV5fbnzp1r9Tnd3d3VOtuwYUPlm2++eajPiUIIYW/S8kUIIYqBH3/8EUjvEiCjaf691KxZk2rVqlmtb29BQUEcOHCAwYMHExAQAKSPQ9GxY0c2btzI6NGjs1138eLFTJgwgZYtW1KhQgWMRiMmk4mgoCBeeOEFtm7dyrRp06zWmTlzJlOmTKF9+/ZUqVIFRVFITk4mICCATp06sXz5cpYuXZplv/GtW7fm/PnzfPrppzz99NN4enoSExODVqvlscceY/DgwaxevZqZM2fm704CunfvzoEDB+jRowclS5YkNTWV0qVLM2LECA4fPqx2DZHdU4AVKlTgwIEDLFy4kI4dO+Lv709iYiJGo5EKFSrw/PPP89NPP7Fnzx6b4nvllVeYM2cOvXr1okaNGhgMBnWQ1iZNmjBjxgwOHTp01+DRBcXR0ZElS5awfPly2rVrh6+vL/Hx8fj6+tKuXTv++OMPFi1apA58b6v7qRMlSpTgr7/+4pdffqFdu3aULFmSxMREvL29qVevHu+//z6TJ0+2Wqdjx478/fffdOjQAS8vL8xmMyVKlGDgwIEcOnSIli1bZhlnYGAgq1ev5q233qJhw4b4+/uTkJCAXq/nscce4/XXX+f48eN07979rnU/+OADvvrqK+rXr4+DgwOhoaFcvnzZbgOyd+7cmXPnzvHRRx/RqFEjPDw8iI2NxdHRkerVq/Paa6/x33//8fHHHxdYDAaDgeXLl7N27Vqef/55AgICSElJwc3NjVq1avHmm28yZ86cu9YrUaIEW7ZsYdWqVXTv3p2yZcuSmppKcnIygYGBtGvXjm+++YZLly7ZHJter2fr1q28/PLLlC9fnsTERC5fvszly5fVJ8Qh/WnUhQsX8uSTT+Li4oLJZKJy5cp88MEHHD58WD0fFzZvb2/+/vtvXnzxRQIDA4mNjVXjz26skxYtWqhP7g8YMAAnJ6f7iqFixYocOXKEkSNHUqFCBRRFwdnZme7du7N79246deqU4/p16tRh3759vPjii5QqVQqLxUKJEiV4/fXXOXLkiDr+T1bq1avHvn376NmzJyVKlMBiseDu7k7Pnj3ZvXs3ffv2va/Pdi/ffvst48ePV598vnLlCpcvX1Zb5hWGNm3acO7cOT788EPq1q2Li4sLycnJlC9fnrZt2zJ79mxatGhhtc6vv/7KjBkzqFWrFk5OTqSlpVGzZk0+/fRT/vnnH9zc3LJ9P1vq3J0K6zfHVj/99BNfffUVderUwcXFBYvFQuPGjVmyZEmO1yz3c81UUNzc3Ni6dSuff/45tWrVwtHREUVRaNasGX/88QcTJ05Un7IvqBYw5cuXZ+jQofcsV6NGDU6cOMH48eOpU6cOer2e1NRUKlWqxNChQzlx4kSWv7tFiT1/K1555RX++ecfnnvuOXx8fEhNTSUoKIjRo0ezb9++bFvG32ubtlyv5va3Nb+9/vrrbNy4kWeffRatVotWq+XRRx/l448/Zs+ePdm26hs8eDDr16+nRYsWeHh4YDabeeSRR/jss8/YsWNHji1fHoZzohBC2JtGUew8oqoQQggh8uTDDz9k8uTJtGjRIsfBXYUQ4kFz8OBBdYDf06dP2zzeS15kjM2yfft2mjdvXuDvJ4TInYSEBHx9fTEajfz99982d6cqhBBCCFFQpOWLEEIIUYxEREQwd+5cILPveyGEeFhkPLnfokWLQkm8CCGKrmnTpmE0GvHx8eGJJ56wdzhCCCGEEHeR5IsQQghRxHz99dd89tlnnD9/Xh30PDU1lfXr19O0aVPCw8MpWbIkgwYNsnOkQghReNavX88vv/wCwKhRo+wcjRCioMXHx/Piiy/y559/qt2LAVy+fJl33nmH8ePHAxAcHIyzs7N9ghRCCCGEyIF0OyaEEEIUMcHBwXz11VcA6HQ6PD09iYuLUxMxnp6erFy5Urq/EUI88EJDQ3n66adJSkoiIiICSB8Pac2aNYUWg3Q7JoR9xMTEWI314e7uDqQnZTJ069aNxYsXo9frCz0+IYQQQoh7kSsUIYQQoojp378/Op2Ov//+m2vXrhEZGYmLiwsVKlSgbdu2jBgxgsDAQHuHKYQQBc5sNnP58mU0Gg1lypShe/fuTJw40d5hCSEKgZubG9988w2bN2/m+PHjREREkJycjL+/P/Xr16dfv35069ZNTZAKIYQQQhQ10vJFCCGEEEIIIYQQQgghhBAiH8mYL0IIIYQQQgghhBBCCCGEEPlIuh3LgcVi4fr167i7u0tTZiGEEEIIIYQQQgghhBDiIacoCvHx8QQEBKDVZt++RZIvObh+/Tply5a1dxhCCCGEEEIIIYQQQgghhChCrl69SpkyZbJdLsmXHLi7uwPpO9HDw8PO0QgAk8nEpk2baNOmDQ4ODvYOR4hsSV0VxY3UWVFcSF0VxZHUW1FcSF0VxZHUW1GcSH0VxY3U2azFxcVRtmxZNX+QHUm+5CCjqzEPDw9JvhQRJpMJg8GAh4eHHPCiSJO6KoobqbOiuJC6KoojqbeiuJC6KoojqbeiOJH6KoobqbM5u9dQJdl3SCaEEEIIIYQQQgghhBBCCCHyTJIvQgghhBBCCCGEEEIIIYQQ+UiSL0IIIYQQQgghhBBCCCGEEPlIxnwRQgghhBBCCCGEEEIIIQqZoiiYzWbS0tLsHUqWTCYTer2elJSUIhtjQdDpdOj1+nuO6XIvknwRQgghhBBCCCGEEEIIIQqR0Wjkxo0bJCUl2TuUbCmKgp+fH1evXr3vRERxYzAY8Pf3x9HR0eZtSPJFCCGEEEIIIYQQQgghhCgkFouFkJAQdDodAQEBODo6FsnkhsViISEhATc3N7Tah2MEE0VRMBqNREREEBISQpUqVWz+7JJ8EUIIIYQQQgghhBBCCCEKidFoxGKxULZsWQwGg73DyZbFYsFoNOLs7PzQJF8AXFxccHBw4PLly+rnt8XDs8eEEEIIIYQQQgghhBBCFJg0i0KaRbF3GMXGw5TQKG7y47uRli9CCCGEEEIIIYQQQgghcs1iUYhPMROTbCQ22URMkonYZBMJqWaq+XtQp6yXvUMUwu4k+SKEEEIIIYQQQgghhBDiLoqiEJ9qJvb/yZWMJEt8ionsGricuxlP9QAPHHTSqkM83CT5IoQQQgghhBBCCCGEEA+5hFTz/xMs6a1ZYpNMxKWYSLPkbTumNIXz4QlU8/comECFKCYk+SKEEEIIIYQQQgghhBAPiSSj2aoVS0ySibhkE+Z8HKvldFgcVUu7o9Vq8m2bwr40mpy/y/79+zN//vzCCaaYkOSLEEIIIYQQQgghhBBCPGAsFoWIhNTbkizpLVpMafmXZMlOstHCxVuJVC7lVuDvJQrHjRs31L+XLFnCuHHjOHPmjDrPxcXFqrzJZMLBwaHQ4iuKJPkihBBCCCGEEEIIIYQQD5jTYfEcuRpjx/ePo1JJ13u2mBDpY+skJSXZ5b0NBkOuviM/Pz/1b09PTzQajTrv0qVL+Pv7s2TJEr777jv27t3L999/z+XLl1m5ciVHjhxR150xYwYzZszg0qVL6rx58+YxdepUQkJCKF++PG+++SbDhg3Lt89oL5J8EUIIIYQQQgghhBBCiAdIYqqZ49di7RpDXLKZ0OhkyvoY7BpHcZCUlISbm31aCSUkJODq6pov23rvvff48ssvmTdvHk5OTsyZM+ee6/zwww989NFHfPPNN9StW5fDhw8zZMgQXF1d6d+/f77EZS+SfBFCCCGEEEIIIYQQQogHyMHL0fk6hsu9WCwQcV1P6EUHdHqFOk+lAHDyRpwkXx4iwcHBdO3aNU/rTJw4kS+//FJdr0KFCpw8eZLZs2dL8kUIIYQQQgghhBBCCCFE0XAtJpnQ6OQC2bbFApFhOkJDHAi96MC12/41pmrVcm9NjaB+02QiE4zcjEuhtIdzgcTzoDAYDCQkJNjtvfNL/fr181Q+IiKCq1evMnjwYIYMGaLON5vNeHp65ltc9pLvyZe4uDjOnj1LmTJlrPqBE0IIIYQQQgghhBBCCFFwzGkWDlyKuu/tKApERei4dtGBqxduS7JcciAlSZvlOg6OCm6eaURH6Fk134N6TZLRaODk9ThJvtyDRqPJt66/7OnOz6DValEU6xZYJpNJ/dtisQDpXY81aNDAqpxOpyugKAuPTcmXTZs2sXjxYt544w3q1q2rzv/+++8ZOXIkRqMRjUZDcHAwX3zxRb4FK4QQQgghhBBCCCGEECJrJ67HkZialuvyigIxkVquXXQgNMRRTbRcC3EgKSHrJItOr+AfZKJMBRNlKqb/G1jRROlAM4nxWkZ0CeDiSSdO7HeixpOp3IhNITrRiLerY359TFFMlCxZkrCwMBRFQaPRAHDkyBF1eenSpQkMDOTixYu89NJLdoqy4NiUfJk7dy7r1q3jq6++UuedPHmSN954A61WS8OGDTl16hTTp0+nWbNmPPfcc/kWsBBCCCGEEEIIIYQQQghrsckmTt2Iy355lJbQEIf0REvGK8SBxLisWxhodQp+ZcyUqZSRaDESWNGEX1kz+mzuKnt4W2jeKZFNS91ZvdCTGk+GA3DqRhxPVS5x359RFC/NmzcnIiKCqVOn0r17d/788082bNiAh4eHWmb8+PG8+eabeHh40K5dO1JTUzlw4ADR0dGMHDnSjtHfP5uSL4cOHaJu3bq4u7ur8+bNm4eiKMyfP5/evXtz+fJlqlWrxnfffSfJFyGEEEIIIYQQQgghhChABy5FYbmth6cTB5zY/5dBTbTEx2SdZNFoFUoHmtNbsfz/FVjBhH85Ew42NFbp8FIcW/9w48QBZ84fd6RyDSOXo5KolWrGzUmGIH+YZOQHJk+ezMSJE+nWrRujRo1izpw5apmXX34Zg8HA559/zrvvvourqys1a9YkODjYfoHnE5tq+82bN+8aPGfLli14eXnx4osvAhAUFETTpk05ceLE/UcphBBCCCGEEEIIIYQQIkuXbiVyMy5VnT5zxInJw0tbldFoFEoGmNNbsVTK7C4sIMiEo1P+xVLCL43Gzyby9zo3Vi/0YOTUWyhKeuuXJ8r75N8bCbsZMGAAAwYMUKfLly9/19guGYYOHcrQoUOt5n3wwQdW071796Z37975Hqe92ZR80ev1GI1GdTohIYHjx4/ToUMHtNrMvgBLlixJRETE/UcphBBCCCGEEEIIIYQQ4i5Gs4VDV6LVabMJfprqDUCthsk81SaJMhWNBJQ34+Sc9Q3y/PZc3zh2rnfl4N/pLW/KVDQREpFIzUBPnB2K/0DqQuRG1qMm3UP58uU5ePCgOr1u3TrS0tJo3bq1VbnIyEh8fX3vL0IhhBBCCCGEEEIIIYQQWToaGkOKyaJOr//Ng9CLjnh4p/H6hEiatE+kwqOmQku8AASUN1O/eTIAqxemj+9htiicCYsvtBiEsDebki8vvvgiV69epVu3bnz99de8/fbbODo60qVLF7WMoigcPHiQihUr5lesQgghhBBCCCGEEEIIIf4vKtHIufAEdTr8uo4VP6YnO156Mxo3T0t2qxa4zv1jAdiz2UD49fTWLufCEzCl2S8mIQqTTcmXN954g0aNGrFixQqCg4MJCwvjs88+IzAwUC2zbds2IiIieOaZZ/ItWCGEEEIIIYQQQgghhBDpD7/vC4kiY6gNRYH5n/tgTNVSvX4KjZ9NKrRYXJ10BHq78FiAB75ujgBUeNREzQbJWNI0rPs1PSFkNFs4f1uySIgHmU1jvhgMBnbu3MnOnTsJDw+nTp06VKlSxaqMTqdj+vTpPPfcc/kSqBBCCCGEEEIIIYQQQoh058MTiErMHJd733YX/tvjgt5BYcA7UWg0+f+ezg5aPF0c8DI44Oni+P9/HXDQZT7jHx6XwpZT4QB06hfHsX9d2LHGjecHxeLla+FMWDxVS7uj1RZAgEIUITYlX1avXo2DgwPt2rXLtkzz5s1p3ry5rXEJIYQQQgghhBBCCCGEyEKKKY0jV2PU6aREDT9P9wbguX5xBASZ72v7ep0mPcni4oCXITPJ4uygu+e6pTycKenuRER8KtUeT6VKzVTOHXPiz8XuvPh6LEnGNEIiE6lU0u2+YhSiqLMp+fL888/Tpk2bHJMvQgghhBBCCCGEEEIIIfLfoSvRmNIUdXrZbC+iI/T4lTXRqV9srrej1YDH/5MsHv9v0eJlcMTNyabbxqrqAR78dSYCjSa99cuX75Rk83J3nusXh6u7wqkbcZJ8EQ88m46ikiVL4u3tnd+xCCGEEEIIIYQQQgghhMjBzbgULt3KHM8l5LQDm5alJzIGvhOFo1PW67k5629rzeKAl4sj7s76Aun+K8DLBR9XR6ISjdRpnEzZSkauXnBk8zJ3ugyMIy7ZzNWoJMr6GPL9vYUoKmxKvjRv3px9+/ahKAqagug8UAghhBBCCCGEEEIIIYQVi0Vh/6WozOk0+PEzHxSLhqfaJFLjyVR1mcFRR41Az/8nWhzQ3zYuS2GoHuDBznO30GrTu0L77qMS/LnEnXa94nFyVjh5I06SL+KBZtMRN3HiRG7dusVbb71FSkpKfsckhBBCCCGEEEIIIYQQ4g6nwtJbjWTYvNyNkNNOGNws9BkRbVW2fnlvKpdyo4SbU6EnXgDK+hjwdHEAoGHLJEoFmoiP0bF9lSsAkQlGwuPk3rLIWvPmzQkODlany5cvz4wZM+wWjy1savny22+/0b59e2bOnMnixYtp1aoV5cqVw9nZ+a6yGo2GsWPH3negQgghhBBCCCGEEEII8bBKSDVz4lqcOh0doeP3WV4AvDAsBk9fi7qsrI8LZbzt36qkeoAHuy9EotNDxz7x/DTFh/WLPGjVNQG9A5y4EUcpj7vvKQtxp/379+Pq6mrvMPLEpuTL+PHj0Wg0KIpCeHg4ixYtyrasJF+EEEIIIYQQQgghhBDi/hy4FIXZoqjTP8/wIiVJS+UaqbTokqDOd9BpqB/kY48Q7xLka+DotVgSUsw0aZ/AH3M9ibyp55+NrjTrmMiNmBRikox4GRztHaoo4kqWLGnvEPLMpuTLvHnz8jsOIYQQQgghhBBCCCGEEFm4GpXE9ZjMLrqO7Hbm362uaHUKg96LQntbr2J1ynrh4qizQ5R302g0PObvwb6QKBydoH3vOBbN9GbNzx40aZeIVgcnr8fxVOUS9g7VrhQFkpLs894GA+RlWPfmzZtTs2ZNdDodCxYswNHRkYkTJ/LSSy8xfPhwli1bRqlSpfjmm29o164dACdPnmTUqFH8/fffuLq60qZNG6ZPn06JEunfe2JiIq+99hp//PEH7u7ujBo16q73LV++PMHBwWpXZNOmTWPevHlcvHgRHx8fnnvuOaZOnYqbmxsA8+fPJzg4mCVLlhAcHMzVq1d5+umnmTdvHv7+/ve303LJpuRL//798zsOIYQQQgghhBBCCCGEEHcwp1k4dCVzPJfUFA3zv0hv2fLsC/EEVTGpy3zdHKlcyq3QY8xJxRKunLgeS2JqGi26JLBqgQc3LjtwYIcLT7ZI5nJUErVSzbg52XSr+oGQlARudvraEhIgr715LViwgHfffZd9+/axZMkSXnvtNVauXMnzzz/PBx98wPTp0+nbty9XrlwhNjaWZs2aMWTIEKZNm0ZycjLvvfcePXv2ZNu2bQC88847bN++nRUrVuDn58cHH3zAwYMHqVOnTrYxaLVavv76a8qXL09ISAjDhg3j3Xff5bvvvlPLJCUl8cUXX/Dzzz+j1Wrp06cPo0aN4tdff7VlV+VZ4Y+0JIQQQgghhBBCCCGEECJXjl1LT1xkWDnPg4jrenxLm+n2cqw6X6uBBhV80OSlGUMh0Go1POrnAYCLq0Kb7uldpK1a4ImipLf6OH0jLqdNiCKmdu3ajBkzhipVqjB69GhcXFwoUaIEQ4YMoUqVKowbN47IyEiOHj3K999/z+OPP87kyZN59NFHqVu3Lj/99BPbt2/n7NmzJCQk8OOPP/LFF1/QunVratasyYIFC0hLS8sxhuDgYJ555hkqVKhAixYtmDhxIr///rtVGZPJxKxZs6hfvz6PP/44w4cPZ+vWrQW5a6zcVzrRbDazdu1a9u/fz61bt2jQoAGDBg0C4Pr169y6dYvHHnsMvf7hzVoKIYQQQgghhBBCCCGELWKTTJwJi1enQy86sO6X9ERGv7ejcTZkjgHzqL9HkR07pVLJ9NYvKSYLbXvGs36RO5fOOHJsnzO1GqRwMSKRGoGeODsUje7SCpvBkN4CxV7vnVe1atVS/9bpdPj6+lKzZk11XunSpQEIDw/n4MGDbN++Xe0O7HYXLlwgOTkZo9FIo0aN1Pk+Pj5UrVo1xxi2b9/O5MmTOXnyJHFxcZjNZlJSUkhMTMT1/015DAYDlSpVUtfx9/cnPDw87x/YRja3fNmxYwcVK1akW7dufPrpp8ydO5ddu3apy7du3UrdunVZtWqVTdu/du0affr0wdfXF4PBQJ06dTh48KC6XFEUxo8fT0BAAC4uLjRv3pwTJ05YbSM1NZU33niDEiVK4OrqSqdOnQgNDbXtAwshhBBCCCGEEEIIIUQh2n8pCsv/8ysWC/w01Zu0NA31miZRv2myWs7NWU/NQE87RXlvep2Wqn7uALh7WXimS3qmYfX89ESS2aJw9mZ8tus/6DSa9K6/7PGypaGUg4PDHfFrrOZltL6yWCxYLBaee+45jhw5YvU6d+4cTZs2RVEU8ury5cu0b9+eGjVqsHz5cg4ePMi3334LpLd2ySlOW97PVjYlX44dO0b79u0JDw9nxIgRLF269K6gu3XrhsFgYPny5XnefnR0NI0bN8bBwYENGzZw8uRJvvzyS7y8vNQyU6dOZdq0aXzzzTfs378fPz8/WrduTXx85kEaHBzMihUrWLx4Mbt27SIhIYGOHTves8mSEEIIIYQQQgghhBBC2NPFiATC41PV6b/XuXLmiDNOLhb6jYy2KvtkeR902qLV3didHintjqM+/XZ0+97x6PQKpw47c+5YemudszcTMKdZ7BmiKACPP/44J06coHz58lSuXNnq5erqSuXKlXFwcGDv3r3qOtHR0Zw9ezbbbR44cACz2cyXX35Jw4YNeeSRR7h+/XphfJw8sSn58vHHH5Oamsr69euZNm0a3bp1u6uMwWCgWrVqHD58OM/bnzJlCmXLlmXevHk8+eSTlC9fnpYtW6pNhBRFYcaMGXz44Yd07dqVGjVqsGDBApKSkli0aBEAsbGx/Pjjj3z55Ze0atWKunXr8ssvv3Ds2DG2bNliy8cWQgghhBBCCCGEEEKIApdqTuPwlRh1Oj5Gy28zvQDo9nIsJfwyHy4vX8KAn6dzIUeYdw46LVVLp7d+8S2VRpN2iQCsXpDe+sVotnA+wk59b4kC8/rrrxMVFUWvXr3Yt28fFy9eZNOmTQwaNIi0tDTc3NwYPHgw77zzDlu3buX48eMMGDAArTb71EWlSpUwm83MnDmTixcv8vPPPzNr1qxC/FS5Y9NgLDt27KBhw4a0aNEix3LlypVj8+bNed7+6tWradu2LT169GDHjh0EBgYybNgwhgwZAkBISAhhYWG0adNGXcfJyYlmzZqxe/duXn31VQ4ePIjJZLIqExAQQI0aNdi9ezdt27a9631TU1NJTc3MJsfFpQ/0ZDKZrJorCfvJ+B7k+xBFndRVUdxInRXFhdRVURxJvRXFhdRVURxJvRXFSV7q6+HL0aQaM8st+tqbhDgd5Sqn0rZHDPy/gYiTXkstf7dicwxU9HXi1HUL5jSFji9Fs2OtK4d2GbhyTku5SiZOX4uhgrcz2iLeiud+mUwmFEVRu+UqqjJ6u8qI9fb5d8ad1TyLxYKfnx87d+7k/fffp23btqSmphIUFKTen7dYLEyZMoX4+Hg6deqEu7s7I0eOJDY2Ntv3rVWrFl9++SVTpkxh9OjRNGnShEmTJjFgwAB1n2asd/v6Wc3LjsViQVEUTCYTOp31WES5Pd40ig2dnDk7O9O5c2eWLFmiztNqtQwYMICffvpJnffcc8+xfft2EvI4WpCzc3qmduTIkfTo0YN9+/YRHBzM7Nmz6devH7t376Zx48Zcu3aNgIAAdb1XXnmFy5cvs3HjRhYtWsTAgQOtkikAbdq0oUKFCsyePfuu9x0/fjwTJky4a/6iRYsw2DLykBBCCCGEEEIIIYQQQtyH48d9GTPmaTQahc8+20nVqtH3XqmY+Pzz+vzzTyBNm15l5MhD9g6n0Oj1evz8/ChbtiyOjo72DkdkwWg0cvXqVcLCwjCbzVbLkpKS6N27N7GxsXh4eGS7DZtavvj7+3Pq1Kl7ljt+/DhBQUF53r7FYqF+/fpMnjwZgLp163LixAm+//57+vXrp5bT3DEakKIod827U05lRo8ezciRI9XpuLg4ypYtS5s2bXLciaLwmEwmNm/eTOvWre8aMEmIokTqqihupM6K4kLqqiiOpN6K4kLqqiiOpN6K4iQ39VVRFLaeDic6Mf3JerMJvpsbCECLLvGUaVKWRMoCUMrdkWZVSxVO8Pko1ZTGumM3SLNA+5fhn39g564ydBkOpcuY8XBxoG310vYOs0ClpKRw9epV3Nzc1IYIRZGiKMTHx+Pu7n7P++4PmpSUFFxcXGjatOld31FGj1n3YlPypU2bNsydO5cVK1bw/PPPZ1lm/vz5XL58mVGjRuV5+/7+/jz22GNW86pVq8by5csB8PPzAyAsLAx/f3+1THh4OKVLl1bLGI1GoqOj8fb2tirz1FNPZfm+Tk5OODk53TXfwcFBfsCLGPlORHEhdVUUN1JnRXEhdVUUR1JvRXEhdVUUR1JvRXGSU309ExZPdLIFtOndHK1d5MH1S454eKfxwmux6nydFp6sXKpY1nsHBwcqlfbk7M0EyldLo3ajZP7b48La37wY/F40cakWbiaYKOP94PZElJaWhkajQavV5ji2ib1ldM+VEevDRKvVotFosjxec3vc2bTHPvjgA9zc3OjVqxdjx47lwIEDQHpzm+PHj/PJJ58wbNgwfH19rVqS5Fbjxo05c+aM1byzZ8+qrWgqVKiAn5+f1XgyRqORHTt2qImVevXq4eDgYFXmxo0bHD9+PNvkixBCCCGEEEIIIYQQQthDsjGNo6Ex6vTNUD0r56f3xtMnOBpXj8zRI6oHeOLhXPwSLxmq+XuQMaxLp/7prQj+XutG9K3029Unr+euZYEQRZlNyZegoCDWrVuHt7c3kyZNokGDBmg0GpYuXUrt2rUZN24c7u7urFq1Sm2lkhdvvfUWe/fuZfLkyZw/f55FixYxZ84cXn/9dSA90xYcHMzkyZNZsWIFx48fZ8CAARgMBnr37g2Ap6cngwcP5u2332br1q0cPnyYPn36ULNmTVq1amXLxxZCCCGEEEIIIYQQQogCcehKNKa0jAHOYf4X3phStdR4Ipmn2iSp5TxdHHjMv3gPkeDqpKd8CVcAHq2TStXaKZhNGjb8lv65biUYCY9PsWeIQtw3m7odA3j66ac5e/YsP/74I1u2bOHSpUukpaVRpkwZWrVqxauvvoqXl5dN237iiSdYsWIFo0eP5uOPP6ZChQrMmDGDl156SS3z7rvvkpyczLBhw4iOjqZBgwZs2rQJd3d3tcz06dPR6/X07NmT5ORkWrZsyfz589HpdLZ+bCGEEEIIIYQQQgghhMhXYbEpXI7MTLDs3WLg6F4XHBwVBr4Tze3DbTxZwQettviPv1E9wIOQW4koSnrrl89HOrN1hRud+sXh5mnh5PU4SlUtuuOhCHEvNidfANzd3QkODiY4ODifwsnUsWNHOnbsmO1yjUbD+PHjGT9+fLZlnJ2dmTlzJjNnzsz3+IQQQgghhBBCCCGEEOJ+pVkU9l+KUqeTEjT8MiN9DOvn+sXiV86sLqtS2o2S7nePWV0cuTs7EORj4FJkErUbpVCuipEr5xzZtMyNroPjuB6TQkySES+Do71DFcImD9coOUIIIYQQQgghhBBCCFGEnLoRR3xKZoLl91lexETq8C9nolO/zLFPXBy11C7jZYcIC85jAendjGk0qJ914xJ3UpLSW/acvCFjv4jiy6aWL1euXMlVOUdHR7y9vXFyejCysUIIIYQQQgghhBBCCJFf4lNMnLgeq05fOOnIluVuAAx8NwqH2xp91Cvng6P+wXqW3svgSBlvF0Kjk2nQIomls03cDHVg+yo32vWK50pkErXLmHF1uq8OnISwC5tqbfny5dFoctevoEajoWrVqrz00ku8/fbbkogRQgghhBBCCCGEEEII4MDlaNIs6X+nmeGnz3xQFA2Nn02kev1UtVyAlzPlfA12irJgVQ/wIDQ6Ga0Onusbx9xPfVm3yJ1W3eJxcITTYXHUC/Kxd5hC5JlNyZemTZtiMpnYs2cPAL6+vpQrVw5FUQgNDeXWrVsANGzYkFu3bnHu3DnGjh3LypUr+euvvzAYHswThRBCCCGEEEIIIYQQQuTGlcgkbsSkqNOblrlz6awjBncLL70Zrc7X6zQ8Uf7BTT74ujnh7+nMjdgUnm6XyPK5nkRH6PnnT1ead0rkQngi1QM8cXbQ2TvUArfo39z1OJVfejcol6fyzZs3p06dOsyYMaNgAsrCgAEDiImJYeXKlYX2nvnFpnZqa9euxWw2U69ePbZt20ZERAQHDx7k0KFDhIeHs23bNp544gnMZjOHDh0iJCSEli1bcvDgQaZNm5bfn0EIIYQQQgghhBBCCCGKDVOahUNXMhMskeE6ls3xBKDX69F4+ljUZbXKeD7w3W5V///YLw6O0L5XPABrfvbAkgZmi8K5mwn2DE8Ucb///jt16tTBYDAQFBTE559/fleZHTt2UK9ePZydnalYsSKzZs0q8LhsSr6MHTuWixcvsmXLFpo3b37X8ubNm7Nx40ZCQkL48MMPCQwM5Ndff8Xd3Z1ly5bdb8xCCCGEEEIIIYQQQghRbB27FkuSMU2d/nmaNylJWqrUTKV5p0R1vo+rA1VLu9sjxEJVysOZku7pw1W06JKAm0caYVcd2Lc9vQelszfjMadZctqEeEht2LCBl156iaFDh3L8+HG+++47pk2bxjfffKOWCQkJoX379jRp0oTDhw/zwQcf8Oabb7J8+fICjc2m5MuyZct45pln8PT0zLaMl5cXzzzzDH/88QcAJUuW5PHHH+fChQu2RSqEEEIIIYQQQgghhBDFXGyykbNh8er0oV3O7P/LgFanMOjdKLT/v2Or0cCTFXxzPfZ2cVcjML31i7NBoU3P9P2zaoEHigKpZgsXIhJzWl3YgdFo5N133yUwMBBXV1caNGjAX3/9BUBsbCwuLi78+eefVuv88ccfuLq6kpCQ3prp2rVrvPDCC3h7e+Pr60vnzp25dOlSrmP4+eef6dKlC0OHDqVixYp06NCB9957jylTpqAoCgCzZs2iXLlyzJgxg2rVqvHyyy8zaNAgvvjii3zZD9mxKfly69YtkpOT71kuOTlZHf8FoHTp0qSlpeWwhhBCCCGEEEIIIYQQQjy4Dl6OxpJ+T5iUZA0Lvkgfz6Xdi/GUq2JSy1X1c8fH1dEeIdqFv6eL+nnb9kjAycXClXOO/LfHGYDTYXFYMnacKBIGDhzIP//8w+LFizl69Cg9evTg2Wef5dy5c3h6etKhQwd+/fVXq3UWLVpE586dcXNzIykpiWeeeQY3Nzf+/vtvdu3ahZubG88++yxGozFXMaSmpuLs7Gw1z8XFhdDQUC5fvgzAnj17aNOmjVWZtm3bcuDAAUwmEwXFpuRLpUqV2Lp1K2fPns22zNmzZ9m6dSuVKlVS5924cYMSJUrY8pZCCCGEEEIIIYQQQghR7EUmZN7sXfGjJ7fC9Pj6men6cqw639VJR63A7HsdelBljP3i5mmh5fPpLSNWL0yfl5iaxqVIaf1SVFy4cIHffvuNpUuX0qRJEypVqsSoUaN4+umnmTdvHgAvvfQSK1euJCkpCYC4uDjWrVtHnz59AFi8eDFarZa5c+dSs2ZNqlWrxrx587hy5YraguZe2rZtyx9//MHWrVuxWCycPXuWGTNmAOn5CICwsDBKly5ttV7p0qUxm81WjUfym03Jl9dff52UlBSaNGnC559/TkhICCaTCZPJREhICJ9//jlNmzYlNTWVYcOGAZCSksLhw4d5/PHH8/UDCCGEEEIIIYQQQgghRFGXarLuEejKeQc2/JY+nsuAt6Nxdsls1fFEeR/0Optu3RZrZX0MeBkcAGjfKx69g8KZI86cOZI+HsypG/E5rS4K0aFDh1AUhUceeQQ3Nzf1tWPHDnXokQ4dOqDX61m9ejUAy5cvx93dXW2FcvDgQc6fP4+7u7u6vo+PDykpKbkevmTIkCEMHz6cjh074ujoSMOGDXnxxRcB0Ol0ark7u+/L6JKsILv109uy0muvvcbp06eZOXMm77//Pu+//74aZEbQiqLw+uuvq8mXy5cv07t3b7p165ZPoQshhBBCCCGEEEIIIUTxcPRaZssWiwV+muJDWpqG+s2SeLxJ5hAPQb4GArxc7BFikfCYvwe7L0TiXTKNph0S2LbSndULPXinTgSxySauxSQT+BDvn6LCYrGg0+k4ePCgVZIDwM3NDQBHR0e6d+/OokWLePHFF1m0aBEvvPACer1e3Ua9evXu6poM0seQzw2NRsOUKVOYPHkyYWFhlCxZkq1btwJQvnx5APz8/AgLC7NaLzw8HL1ej6+vb54+d17YlHwB+Oqrr+jZsyfff/89e/bs4fr16wD4+/vz1FNP8corr9C0aVO1fNWqVfn+++/vP2IhhBBCCCGEEEIIIYQoRiLiU7l0KwnX/0/vWOPKuWNOOBss9BsZrZZz0GmoF+RtnyCLiCBfA0evxZKQYqZjn3i2r3bjyG4XLp11oPwjJk5ej5PkSxFQt25d0tLSCA8Pp0mTJtmWe+mll2jTpg0nTpxg+/btTJw4UV32+OOPs2TJEkqVKoWHh8d9xaPT6QgMDATgt99+o1GjRpQqVQqARo0asWbNGqvymzZton79+jg4ONzX++bkvtquNW7cmF9++YULFy6QnJxMcnIyFy9e5JdffrFKvAghhBBCCCGEEEIIIcTDyGJR2H8pSp2OjdLy27deAHQfEotv6czuyOqW88LZQXfnJh4qGo2Gx/zTb8SXLmOmYav08ULW/H/sl4j4VMLjU+wWn0j3yCOP8NJLL9GvXz/++OMPQkJC2L9/P1OmTGH9+vVquWbNmlG6dGleeuklypcvT8OGDdVlL730EiVKlKBz587s3LmTkJAQduzYwYgRIwgNDc1VHLdu3WLWrFmcPn2aI0eOMGLECJYuXaqO+wIwdOhQLl++zMiRIzl16hQ//fQTP/74I6NGjcq3/ZEVm1u+CCGEEEIIIYQQQgghhMjZqbA4YpJM6vSib3xIjNMR9IiRNj0yxzAp6e5E5VLu9gixyKlYwpUT12NJTE2jU9849mxy5d9tBnpcicWvnJlTN+Ip5e5s7zDzXe8G5ewdQp7MmzePTz75hLfffptr167h6+tLo0aNaN++vVpGo9HQq1cvPv/8c8aNG2e1vsFg4O+//+a9996ja9euxMfHExgYSMuWLfPUEmbBggWMGjUKRVFo1KgRf/31F08++aS6vEKFCqxfv5633nqLb7/9loCAAL7++usCHyLlvpMvZrOZyMhIUlNTsy1TrlzxqjRCCCGEEEIIIYQQQghxv+JTTJy4FqdOHztWgl1/uqPRKAx+Lwrd/+/OajXwZAUfO0VZ9Gi1Gh718+Dg5WjKVTFRt3Eyh/9xYc0vHgz5IIpr0cnEJpnwNBRcl1Hibn/99ZfVtIODAxMmTGDChAk5rjd16lSmTp2a5TI/Pz8WLFiQ7brz58/PcdslSpRgz549OZaB9BY4hw4dume5/GRzt2NbtmyhefPmuLm5ERAQQIUKFbJ8VaxYMT/jFUIIIYQQQgghhMgzs9nMf//9x7Jly0hISLB3OEKIh8SBS9GYLQoAJiN8/31tAFp2TaBSdaNa7rEADzxdJJFwu0olXXF2SL993al/LAA717sSFZ7eLdvJG3HZritEUWBTy5e1a9fy/PPPk5aWhre3NxUrVsTNzS2/YxNCCCGEEEIIIYSwSWhoKP/++6/6OnDgAElJ6eMG9OrVi0WLFtk5QiHEg+7SrURuxGaOTbL2Vy+uX3fDy9dMz6Ex6nwPFz3VAzztEGHRptdpedTPgyNXY3iklpFH66Zw+rAz6xe50yc4hsuRidQq44mrk4ysIYomm2rmhAkTsFgszJgxg9dffx2d7uEeBEoIIYQQQgghhBD2k5CQwIEDB6ySLdevX7+rnLu7O/Hx8fz222+8//771KpVyw7RCiEeBkazhUNXotXpsCt6Vi1IT7D0eTMKV3dFXfZkeR90Wk2hx1gcVCntxskbcRjNFjr3j+P0YWe2rXKj88A43D0tnA6Lo16QdNcmiiabki8nTpygUaNGvPnmm/kdjxBCCCGEEEIIIUS20tLSOHXqlFWi5fjx41gsFqtyWq2WmjVr0qBBA/X16KOP0rt3b37//XfGjRvHypUr7fMhhBAPvCNXY0gxpZ+XFAXmfe6Nyaildu1wGrZKBNIfZq9Y0pVSHg/ewPH5xUGnpWppd45di6VmgxTKP2Lk0llHNv3uTrchsVwIT6RGoCdOemkcIIoem5Ivbm5ulC5dOr9jEUIIIYQQQgghhLBy48aNu7oPi4+Pv6tcmTJlrBIt9erVw9XV9a5y48ePZ9myZaxatYr9+/fzxBNPFMbHEEI8RCLiUzkfnjm21N4tBo7vd8HB0cLQoUfRaCoB4KTXUrecl52iLD4e8XPjVFgc5jSFTgNi+fqDkmxc6kb73nG4uCqcCYunVhkve4dpE0VR7l1I2EV+fDc2JV9atWrFnj17sFgsaLXa+w5CCCGEEEIIIYQQIikpiUOHDqmJlr1793L16tW7yrm6ulK/fn0aNGhAw4YNadCgAQEBAbl6j2rVqtGnTx8WLlzI2LFj+fPPP/P7YwghHmIWi8L+S1HqdFKihl++8gKgU79Y/P0TSfz/snpB3tJiIxec9DqqlHLj1I14nmiWjH85EzeuOLBtpRsdXorn5PU4ynob8HZ1tHeouebg4ACk/+65uLjYORqRlYxx4jK+K1vYlHyZMmUKTzzxBG+//TZffPGFjPkihBBCCCGEEEKIPFEUhTNnzrB371412XL06FHS0tKsymk0GqpXr27VqqV69er3dS9i3LhxLFq0iI0bN7Jr1y6efvrp+/04QggBwKmwOGKSTOr08h88ibmlp3QZEx1fioXY9Pn+ns6UL3F36zyRtWr+Hpy9md7qsWPfOH6Y5Mv639xp0yMeB0fYczGSttX9is3YOTqdDi8vL8LDwwEwGAxoNEUvdovFgtFoJCUl5aFphKEoCklJSYSHh+Pl5XVf1xs2JV/mzZtHu3bt+Prrr1m7di3NmzenTJkyWVYQjUbD2LFjbQ5QCCGEEEIIIYQQD55XXnmFuXPn3jXfz89Pbc3SoEED6tevj7u7e76+d6VKlRg0aBBz5sxhzJgxbN++vUje9BJCFC/xKSZOXItTpy+fc2DT0vTz14BR0Tg6pXdjpNdqqF/e2y4xFlfODjoqlXTj7M0Enn42keU/eBIVrmfneldadEkkJsnEkasx1AsqPvvVz88PQE3AFEWKopCcnIyLi8tD9zvp5eWlfke2sin5Mn78eDQaDYqicOHCBS5cuJBtWUm+CCGEEEIIIYQQ4na///47c+fORavV8tRTT1m1ailbtmyh3OAZM2YM8+fPZ8eOHWzbto2WLVsW+HsKIR5sBy5FY7akJ1gsFpg31QdLmoYnWyRRq2EKWNLLVQtwx93Z9q6MHlbV/D04H56A3gE6vBTPz9O9WfuLB806JqLTw5mweMp4u1Daw9neoeaKRqPB39+fUqVKYTKZ7r2CHZhMJv7++2+aNm16X91vFTcODg750tuXzS1fhBBCCCGEEEIIIfLq5s2bDBs2DEhPgEyYMMEucZQtW5ahQ4fy9ddfM2bMGFq0aPHQPdUrhMg/l24lciM2RZ3eud6Vc8eccHKx0Cc42qrsI6XytzXfw8LVSU+FEq5ciEikeacEVs7z4GaoA/9uM/BUm/TxOfZejKRdDX8c9cWniyydTldkh/XQ6XSYzWacnZ0fquRLfrEp+dK/f//8jkMIIYQQQgghhBAPOEVReO2114iMjKR27dp8+OGHdo1n9OjR/PDDD+zdu5f169fToUMHu8YjhCiejGYLh65kJlgSYrX89o0XAF0Hx+JbKn0sq4z8rraYjEtSFD0W4MHFW4k4uyi07RnPsjlerF7gQaPWSWg0kJiaxoFLUTxVuYS9QxWC4pMCFEIIIYQQQgghRLH222+/sWLFChwcHFiwYAGOjo52jcfPz4833ngDgLFjx2KxWOwajxCieDpyNYYUU+b5Y8ksT+JjdARWMPLsi/Hq/EolXe0R3gPF3dmBIB8DAG26x+NssHD1giOHd7moZS5FJnE5MtFeIQqhuq/ki9lsZuXKlXz44Ye8+uqr/PTTT+qy69evc/ToUcxm830HKYQQQgghhBBCiOLtxo0bDB8+HIBx48ZRu3ZtO0eU7t1338Xd3Z3Dhw+zYsUKe4cjhChmIuJTOR+eoE5fOOnI9pVuAAx8Jxr9//sdMjjqqBHoaY8QHzjVA9L3o6uHQquu6fv+5xleJCdmtijafymaJKPclxb2ZXPyZceOHVSsWJFu3brx6aefMnfuXHbt2qUu37p1K3Xr1mXVqlX5EqgQQgghhBBCCCGKJ0VRePXVV4mOjqZevXq899579g5J5evrS3BwMJCeFEpLS7NvQEKIYsNiUdh/KSpzOg3mTfVGUTQ0fjaRao+nqsseL+eNg046IcoPngYHynint3TpPCAWXz8z4dcc+OUrb7WM0Wxh78VIe4UoBGBj8uXYsWO0b9+e8PBwRowYwdKlS1EUxapMt27dMBgMLF++PF8CFUIIIYQQQgghRPG0cOFC1qxZg6OjI/Pnzy9yg/aOHDkSLy8vTp48yeLFi+0djhCimDgVFkdMkkmd3rbSjZDTTri4Wuj9RuYYMKU9nCjna7BHiA+s6gEeABjcFF4bF4lGo/DXajcO/p3Z/VhYbCqnw+LsFaIQtiVfPv74Y1JTU1m/fj3Tpk2jW7dud5UxGAxUq1aNw4cP33eQQgghhBBCCCGEKJ5CQ0MZMWIEABMmTKBGjRp2juhuXl5evPPOOwCMHz8ek8l0jzWEEA+7hFQzJ65l3tiPjdKyZJYXAD2HxuDlmz4GjFYD9YN87BHiA83XzQl/T2cAqj2eSrte6WPrzP3Uh9iozFve/12NITZJzunCPmxKvuzYsYOGDRvSokWLHMuVK1eO69ev2xSYEEIIIYQQQgghijdFURgyZAixsbE0aNCAUaNG2TukbL355puUKFGC8+fPs3DhQnuHI4Qo4vZfisJsyewJ6LdvvEiK11L+EaM6DglAldJueBqKVmu/B0X1QA/17x6vxlCmkpG4aB0/fuZDRidNaRbYfeEWFouSzVaEKDg2JV/i4uIIDAy8Z7nU1FTpK1UIIYQQQgghhHhI/fTTT/z55584OTkxf/589BkjTxdBbm5ujB49Gsjs8UMIIbJyOTKRGzEp6vSZI07sXO8GwIB3o9Dq0uc7O2ipGehlhwgfDqXcnSnp7gSAoxMMGx+JTq9w8G8DO9a6quWik0wcvRZrrzDFQ8ym5Iu/vz+nTp26Z7njx48TFBRky1sIIYQQQgghhBCiGLt8+TJvvfUWAJMmTeLRRx+1c0T39tprr+Hv78+VK1eYO3euvcMRQhRBRrOFQ1cyx3Mxm+Gnz9MHen+mcwJVahjVZbXLeuGot+n2q8ilGre1fgmqYqLHqzEA/Dzdm/DrOnXZqRtxhMen3Lm6EAXKpqO/TZs2nDhxghUrVmRbZv78+Vy+fJkOHTrYHJwQQgghhBBCCCGKH0VRGDx4MPHx8Tz11FMEBwfbO6RccXFxYcyYMQB88sknJCUl2TkiIURRc+RqDMlGizq96Xd3Qi844uaZxgvDYtT5vm6OVCrpZocIHy7+ni74uDqq0x16x1O1TgopSVpmTfDF8v9OmRQF9lyIxJRmyWZLQuQ/m5IvH3zwAW5ubvTq1YuxY8dy4MABAJKSkjh+/DiffPIJw4YNw9fXl5EjR+ZrwEIIIYQQQgghhCjaZs+ezdatW3FxcWH+/PnodLp7r1REDB48mKCgIMLCwvj+++/tHY4QogiJiE/lfHjmeC5R4TqWz/UE4MVhMbh7Zt7Yrx/kXejxPazqlvNS/9bqYOi4SJwNFs7858y6X93VZYmpaRy4FJ3FFoQoGDYlX4KCgli3bh3e3t5MmjSJBg0aoNFoWLp0KbVr12bcuHG4u7uzatUq/Pz88jtmIYQQQgghhBBCFFEhISGMGjUKgM8++4wqVarYOaK8cXJyYty4cUB6/PHx8XaOSAhRFFgsCvsvRVnN+/VrL1KStFSukUqz5xLV+ZVKuuLr5lTYIT60Sns4U9Uvs5VRqYA0+o1MT7IsnePF5XMO6rKQW4lcjZJWjaJw2Nzp4NNPP83Zs2eZNm0a7dq1o1q1ajzyyCO0aNGCTz/9lDNnzvDUU0/lZ6xCCCGEEEIIIYQowiwWCwMHDiQxMZGmTZsyfPhwe4dkk379+lG5cmVu3brFzJkz7R2OEKIIOBUWR0ySSZ0+vs+JvVtc0WgVBr4Thfb/d1kddBpql/WyT5APsdplvPBw0avTTTskUq9pEmlmDd+N98WYmll2X0gUycY0O0QpHjb3NeKTu7s7wcHBrF27luPHj3Pq1Ck2b97Me++9h5eXVz6FKIQQQgghhBBCiOLg22+/ZceOHbi6ujJv3jy02uI50LRer2fChAkAfP7558TExNg3ICGEXSWkmjlxLU6dNhlh/hc+ALTulkD5qplJmVplvHB2KD5dLT4o9DotjSr6otWkT2s0MPj9KDy80wi94MjS2V5q2VSzhb0hkfYJVDxUiudVkBBCCCGEEEIIIYqU8+fP89577wEwdepUKlasaOeI7s8LL7xA9erViYmJYdq0afYORwhhR/svRWG2KOr0+kUe3LjigKdPGj1ejVHnexkceKS0WxZbEIXB182J6gGe6rSnj4UhH6R3FbfhN3dOHszsCu5GTArnbkq3kqJg2ZR8OXfuHAsXLiQkJMRq/r59+2jUqBFubm5Ur16dVatW5UuQQgghhBBCCCGEKLrS0tIYMGAAycnJtGzZkqFDh9o7pPum0+n4+OOPAZg+fTq3bt2yc0RCCHu4HJnIjZgUdTriuo6V8zwA6P1GNAa3zKRM/SBvNBpNoccoMlUP8MDH1VGdfrxJMs07JaAoGmZN9CUpIfP7OXwlhrgUU1abESJf2JR8+fLLLxk0aBB6fWY/ehEREbRp04Z///2X5ORkTp06RY8ePfjvv//yLVghhBBCCCGEEEIUPV9//TX//PMPbm5u/Pjjj8W2u7E7Pf/889StW5eEhASmTp1q73CEEIXMaLZw6Eq01byF070xpmqpVjeFxs9mDtwe5GuglIdzYYco7qDVamhUyRe9NjPJ0mdENKUCTUSG6Vk4zVudb7Yo7D4fieW2Vk1C5CebroZ27dpFrVq1KFu2rDrvp59+Ii4ujrfffpvk5GRWrFhBWloaX375Zb4FK4QQQgghhBBCiKLlzJkzfPDBBwBMmzaNoKAgO0eUfzQaDZ988gkA33zzDTdu3LBzREKIwnTkagzJRos6fWiXM4d2GtDpFAa8G0VGIxe9VkPdcl72CVLcxdPFgdplvdRpF1eFoeMi0WgVdq53Y982F3VZVKKR49dj7RCleBjYlHy5cePGXRdTGzZswMnJiY8++ghHR0c6d+5Mw4YN2bt3b74EKoQQQgghhBBCiKIlLS2N/v37k5KSQps2bXj55ZftHVK+a9euHY0aNSI5OZlPP/3U3uEIIQpJRHwq58MT1GljioaF03wAePbFeMpUMKvLqgd6YHDU37UNYT9V/dzx88wc46VqbSPP9Y0D4McpPkTfyrwtfvJ6HLcSUgs9RvHgsyn5kpKSgrNzZjO6tLQ0Dhw4QMOGDXFzyxxUqnz58ly7du3+oxRCCCGEEEIIIUSR8+WXX/Lvv//i4eHB3LlzH8ixDm5v/TJ79myuXLli54iEEAXNYlHYfynKat7qhR5EXNfjU8pM18GZLSXcnfVU8/Mo7BBFLjSs6IuDLvN3qdvLsQQ9YiQhVscPk3xR/t/bmEWBPRciMadZstmSELaxKflStmxZTp8+rU7v3LmTpKQknnnmGatyycnJuLq63l+EQgghhBBCCCGEKHJOnjzJ2LFjAfjqq6+suiZ/0LRo0YJnnnkGo9GoJmKEEA+uU2FxxCRlDsQedkXPmp/TEyx9g6NxNmSOEfJ4kDda7YOXeH4QGBz1PFHeR53WO8Cw8ZE4OCr8t8eFbSszGxHEp5g5dCXGDlGKB5lNyZeWLVty9OhRvvrqK44ePcqYMWPQaDR07tzZqtyxY8ce6IsvIYQQQggh8tvFixeZP38+x44ds3coQgiRLbPZTP/+/TEajXTo0IH+/fvbO6QCN3HiRCB9zNvz58/bORohREFJSDVz4lqcOq0oMP9Lb8wmDbUaJvPEM8nqsgAvZwK9XLLajCgiypdwpZyPQZ0uU9HEC8NiAPj1Ky/CrmR2F3c+PIFrMcl3bkIIm9mUfBk9ejQ+Pj6MHDmSunXrsnv3bnr27Ent2rXVMidOnODChQs0btw4z9sfP348Go3G6uXn56cuVxSF8ePHExAQgIuLC82bN+fEiRNW20hNTeWNN96gRIkSuLq60qlTJ0JDQ235uEIIIYQQQhSY2NhYVq5cybBhw6hcuTKVKlVi4MCBPPPMM8THx9s7PCGEyNKUKVM4cOAAXl5ezJkz54HsbuxOjRs35tlnnyUtLY2PP/7Y3uEIIQrI/ktRmC2ZLVv2bXfh2L8u6B0U+o+MJuN0p9NCvSBvO0Up8uKJCt64OGbeBm/bM57q9VNITdHy3QRf0jKH7+Hfi5GkmNLsEKV4ENmUfClTpgxHjhxh7NixDB06lLlz5/Lrr79alTl8+DCdO3emZ8+eNgVWvXp1bty4ob5uf/Jv6tSpTJs2jW+++Yb9+/fj5+dH69atrf5zGhwczIoVK1i8eDG7du0iISGBjh07kpYmB48QQgghhLCftLQ09u7dy8cff8zTTz+Nr68vzz//PN9//z0XLlxAr9fj5uZGZGQk33//vb3DFUKIuxw9epQJEyYAMHPmTAICAuwcUeHJaP3yyy+/cPLkSTtHI4TIb5cjE7kRk6JOJydq+Hl6eoLluX5x+JXLvEv/qJ8H7s4OhR6jyDsnvY4GFXzVaa0WXhkTicHNwoUTTqxemDlmT4rJwr6QqKw2I0Se6e9dJGuBgYGMHz8+2+V9+vShT58+tm4evV5v1dolg6IozJgxgw8//JCuXbsCsGDBAkqXLs2iRYt49dVXiY2N5ccff+Tnn3+mVatWQPqFUdmyZdmyZQtt27bN8j1TU1NJTU1Vp+Pi0psYmkwmTCZTluuIwpXxPcj3IYo6qauiuJE6K4qL4lpXL1++zJYtW9i8eTPbtm0jJibGanmVKlVo3bo1rVq1olmzZqxYsYKXX36ZL774gldffRWDwZD1hkWxUFzrrXj45Kaumkwm+vXrh8lk4rnnnqNnz54PVd2uXbs2nTp1YvXq1YwbN47ffvvN3iE99OQcK/KL0Wzh0KVbYMkcdH3Fj95ER+gpGWCiU5/o9JHZAVcnHY+UdMlzvZP6aj8lXfVU9HXmYkQiACVKpTHg7Vt8N6EUK370pHaDRCpWMwIQGpnAmesOVCwpY5lLnc1abveHRlEU5d7F8ubWrVt4e3uj0+lsWn/8+PF8/vnneHp64uTkRIMGDZg8eTIVK1bk4sWLVKpUiUOHDlG3bl11nc6dO+Pl5cWCBQvYtm0bLVu2JCoqCm/vzOZ/tWvXpkuXLuoTOlm9b1bLFi1aJP/hFUIIIYQQuZacnMyxY8c4cuQIR44c4fr161bLXV1dqVWrFnXq1KFOnTqULl3aarnZbOb111/n5s2bDBo0iE6dOhVm+EIIka3FixezePFi3N3dmTlzJl5eXvYOqdBdunSJt956C0VRmDZtGhUrVrR3SEKIAnDlijtvvdWctDQtY8bspX79m/YOSeQzRYHPP6/P7t2BlCkTz5df7sDJSXpNEveWlJRE7969iY2NxcPDI9tyNrV8OXDgAOvXr6d79+489thj6vzVq1fz6quvEh4ejru7O5988gnDhw/P8/YbNGjAwoULeeSRR7h58yaffPIJTz31FCdOnCAsLAzgrv+gli5dmsuXLwMQFhaGo6OjVeIlo0zG+lkZPXo0I0eOVKfj4uIoW7Ysbdq0yXEnisJjMpnYvHkzrVu3xsFBmnaKokvqqihupM6K4qKo1lWLxcLhw4fZvHkzW7ZsYc+ePVZPQ+l0Oho0aECrVq1o3bo19erVQ6/P+VI8IiKC1157jQ0bNjBjxgycnZ0L+mOIAlJU660Qd7pXXT18+DDLli0D4Pvvv7e5m/EHwe7du/n999/ZunWrTfc9RP6Rc6zID7cSjGw/Ha5OKwp8N96PtDQt9ZokUq19aRJJvxdZyt2RZlVL2fQ+Ul/t71aCkb/OhJPRHKHfWDMn+5oJDXXnx6VN6D8ys8sxXzcHnqla6qEY1yw7UmezltFj1r3YlHyZOXMmixcvZtiwYeq8y5cv07NnT4xGI/7+/ty8eZMRI0ZQu3ZtmjRpkqftt2vXTv27Zs2aNGrUiEqVKrFgwQIaNmwIcFelVxTlngfCvco4OTnh5OR013wHBwepXEWMfCeiuJC6KoobqbOiuCgKdTU0NJRNmzaxadMmtmzZQmRkpNXyihUr0rZtW9q0acMzzzyDp6dnnrY/aNAgJk+ezNWrV1m4cCGvv/56foYv7KAo1FshciOrupqamsrLL7+M2Wyme/fu9O7d+6G+GfXxxx+zbNky1q1bx6FDh2jQoIG9Q3royTlW2MpiUTgcegu0mT347Npg4PQRFxydLPQdGaMu02qgfsWS913XpL7aj7+3A9UCvTl5Pf3mubs3vDomiinBpdi0zJPHm6RSs0H6uD+RSRbORiRTIzBv1/EPIqmz1nK7L7S2bHzv3r3UqVOHEiVKqPN+/PFHjEYjX375JdeuXWP//v3odDqmT59uy1tYcXV1pWbNmpw7d04dB+bOFizh4eFqaxg/Pz+MRiPR0dHZlhFCCCGEECIvEhMT2bBhA2+99RaPPfYYZcuWZfDgwSxZsoTIyEg8PDzo0qUL3333HefPn+fChQt89913dOnSJc+JFwBHR0fef/99AD777DOrsQmFEKKwTZw4kWPHjlGyZEm+++67hzrxAlC1alX69esHwLhx4+wcjRDifpwKiyMmKbPFcmK8hkVfp/em02VQHCX9M7uhqlLaDS+DY6HHKPJXrUBPvA2ZN89rNUyhVbd4AGZ/4kNCbOYt8+PXYolKNBZ6jOLBYFPy5ebNm5QrV85q3qZNm3Bzc1OfyKtbty5PP/00R44cue8gU1NTOXXqFP7+/lSoUAE/Pz82b96sLjcajezYsYOnnnoKgHr16uHg4GBV5saNGxw/flwtI4QQQgghxL0kJSXx5Zdf0rJlS3x8fGjfvj0zZszg1KlTaLVaGjZsyLhx49i1axe3bt1ixYoVvPbaa1SqVClf3n/QoEH4+/sTGhrKggUL8mWbQgiRV/v37+ezzz4D0rsbK1mypJ0jKhrGjRuHXq9n06ZN/P333/YORwhhg4RUMyeuWXcftGy2F3HROvyDTHTonbnM2UFLzUCvQo5QFAStVsNTlUqgu+3OeK/hMfiXMxEdoWf+F5lDWVgU2H3hFuY0ix0iFcWdTcmXtDTrgYdSU1M5cuQIjRs3xtExM/sbEBCQ4xgr2Rk1ahQ7duwgJCSEf//9l+7duxMXF0f//v3RaDQEBwczefJkVqxYwfHjxxkwYAAGg4HevXsD4OnpyeDBg3n77bfZunUrhw8fpk+fPtSsWZNWrVrZ8pGFEEIIIcRDJjU1lU6dOjFq1Ci2bduG0WikXLlyDBkyhKVLlxIREcGePXuYMGECjRs3LpBm+M7Ozrz33nsAfPrpp1bjyAghRGFISUmhf//+pKWl0atXL7p162bvkIqMChUq8PLLLwMwZswYlIwBBIQQxcb+S1GYLZnHbshpBzb/4QbAgFFR6G+7vKtd1gtHvU23UkUR5GlwoFYZL3Xa2UXhtY8i0eoU9mx2Zfcmg7osLtnMf6ExhR+kKPZsOmMEBQVx7NgxdXrLli0YjUZatmxpVS4uLs6mLhZCQ0Pp1asXVatWpWvXrjg6OrJ3716CgoIAePfddwkODmbYsGHUr1+fa9eusWnTJtzd3dVtTJ8+nS5dutCzZ08aN26MwWBgzZo16HS67N5WCCGEEEIIIP1ho759+7J161ZcXV2ZMWMGZ86c4dKlS8yZM4fu3bvj4+NTKLEMGTKEUqVKcenSJX755ZdCeU8hhMjw0UcfcerUKUqXLs3MmTPtHU6R8+GHH+Lk5MTOnTvZsmWLvcMRQuTB5chEbsSkqNMWC8z73AfFoqFR60RqPJHZ5auvmyOVSrrZI0xRgB71c6eUe+b435WqG+kyMBZIrwuR4Zn3kc+EJXAjNrnQYxTFm03Jl06dOnHu3DneeustVq9ezbvvvotWq6Vz585W5Q4fPqwmTPJi8eLFXL9+HaPRyLVr11i+fDmPPfaYulyj0TB+/Hhu3LhBSkoKO3bsoEaNGlbbcHZ2ZubMmURGRpKUlMSaNWsoW7asLR9XCCGEEEI8RBRF4c0332Tp0qU4ODiwYsUKRowYwSOPPGKXMQ4MBgPvvPMOAJMnT8ZsNhd6DEKIh9OePXv44osvAJg9eza+vr52jqjoKVOmDK+99hogrV+EKA7iUkycuhHH1lM32XMh0mrZX6tduXDCCWeDhZfejLFaVj/IG/Hg0Wg0NKzki16XeY3feUAcFR9LJSley5yJPlhu621s78VIUs1pWWxJiKzZlHwZNWoUFStW5KuvvuL555/n1KlTBAcHU6VKFbXMv//+y7Vr12jatGm+BSuEEEIIIURBmzhxojqY9M8//0zr1q3tHRJDhw7F19eX8+fPs3jxYnuHI4R4CCQnJzNgwAAsFgt9+/a962FLken999/HYDCwb98+1q5da+9whLhvx6/FsvNcBOduxhOfUry7PLVYFG7GpXDwcjRr/rvO2v9ucPhKDDfjUrmttzHiY7Qs+c4LgO5DYvEumXmDvVJJV3zdnBAPJjcnPfVuS67p9fDaR5E4Olk4vt+FzcsyWzwlGy3sD4m2R5iimLIp+eLj48ORI0eYN28en332GVu2bFGfhskQFhbGiBEj6NOnT74EKoQQQgghREH7/vvv+eijjwD4+uuveeGFF+wcUTo3NzdGjhwJwKRJk+4ag1EIIfLbmDFjOHv2LAEBAXz11Vf2DqdIK126NG+++SYAY8eOxWKRQZlF8RUen8Kxa7FcjUpm/6Vo1vx3g1VHrvHvxUguRyaSYir61yAppjQuRiSw69wtlh8KZeupcM6ExROfkn3r4cXfepEQp6NcZSNtesSr8x10GmqX9SqEqIU9VSrpRqC3izodEGSm9xsxAPz2rRfXQvTqsitRSYTcSizsEEUxZfMoUa6urvTv35933nmHFi1a3LW8c+fOTJ8+nVq1at1XgEIIIYQQQhSGpUuX8vrrrwMwbtw4hg8fbueIrA0fPhwvLy9Onz7N8uXL7R2OEOIBtmvXLqZPnw7ADz/8gLe3dLdzL++88w4eHh78999/co4WxZY5zcLei1Hc2XteYmoaFyIS+ed8JH8cusafx29w+Eo0N2KTSbMUja72ohONHL8Wy8YTYaw4fI29F6O4EpWEKe3e8Z075shfa9JbNwx4Jwpd5n12apXxwtlBxo9+GDSo4IOTPvNWeatuCdRqmIwpVcv3E3y5veffA5eiSEyVroDFvdmcfBFCCCGEEOJBsXXrVvr06YOiKLz66quMHz/e3iHdxcPDg+DgYCC9azR5sloIURBSUlIYMmQIiqIwaNAg2rdvb++QigUfHx+1heK4ceOkhaIolg5diSEhh9YhGaISTZy6Ec/20xEsO3iVbadvcuJ6LFGJxkIb98icZuFaTDL7L0Wx6sg1NhwP42hoLJEJxruSRzlJM6cPrA7QtEMCVWsb1WVeBgceKe2W3ariAePsoOPJCj7qtEYDr3wYhatHGiGnnVj5k6e6zJSmsOdCpIzzJe5Jf+8iOTtx4gTnzp0jPj4+2wrXr1+/+30bIYQQQgghCsTBgwfp0qULRqORbt268e2336LRaO69oh28+eabTJs2jePHj7Nq1Sqef/55e4ckhHjA/Pzzz1y4cIGyZcsybdo0e4dTrAQHB/P1119z+vRpFi1aRN++fe0dkhC5dj0mmfPhCXleL80CYbGphMWm8t/VWJz0Wkp7OOPn6YSfpwtuTvd961GVZDRzLTqZazHJhMelYs6HVjdb/nDj8llHDO4WXnw9xmpZ/SDvIntNKApGWR8DFUq4qt2KeZdMY/B7UXz9YUlWzveg9lPJVKmRnqALj0/l0JUYq/FihLiTzWfALVu2MGzYMC5cuJBtGUVR0Gg0knwRQgghhBBF0rlz52jXrh0JCQm0aNGCX3/9FZ2u6HYt4e3tzRtvvMGkSZOYOHEiXbp0kZsCQoh8s2PHDtatWwfAjz/+iKen5z3WELfz9PTk3Xff5f3332f8+PG8+OKLODg42DssIe4p1ZzGvyGR+bQtC1eikrgSlQRE4+asx8/DGT8PZ0p7OuGkz/11lqIoRCYauRadzPWYZKKTTPkSY4boW1qWzvYC4IXXYvD0yWxVHORroJSHc76+nyge6gV5Ex6fQmJqegvGBi2Tafx3Iv9sdOX78b5M/jkMZ5f0xN+ZsHi8DA5UKiktpETWbOp27MCBA3To0IErV67Qu3dvatasCcD7779Pjx491P5gBw4cyLhx4/IvWiGEEEIIIfLJ9evXadOmDRERETz++OOsWLECJycne4d1T8HBwbi6unL48GH1JqkQQtyv+Ph4hgwZAsCQIUNo3bq1nSMqnoYPH06pUqW4ePEi8+fPt3c4QuTKgUvRJBsLpjvThBQz58MT2HX+ljpezJGrMYTFpmQ5XowpzcKVyCT2XIhkxeFrbDpxkxPX4/I98QLw20xvkhO1VKyWSovOma1+9FoNdct55fv7ieLBUa+lUUVfbn++qf+oKHxKmbkZ6sCir72syu8PiSIiPrVwgywkcSkmLkcm2TuMYs2m5Munn36K2WxmzZo1/Pzzz9StWxeASZMmsXjxYs6fP0/37t1Zu3YtgwYNyteAhRBCCCGEuF/R0dG0bduWS5cuUblyZdavX4+Hh4e9w8qVEiVK8PrrrwPpY79IX9NCiPzwzjvvcOnSJUqWLMlnn31m73CKLVdXV0aPHg3Axx9/TEpKip0jEiJnlyMTC+3mqqKkjxdz8noc206Hs/xgKNtPh3Pyehynw+LYeuomyw+Gsuv8LUJuJZJiKpiEkMkIOzcY+GejKxqNwsB3o9He1iDnsQAPDI75112aKH5KeThT1c9dnXZ1Vxg6Lr112NYV7hzZndkqyqLAznMRJBnvPV5ScZJsTGP76XBSzDKG2f2wKfmye/du6tatm+2TMF5eXixcuBCtVsuYMWPuK0AhhBBCCCHyU1JSEs899xzHjx/Hz8+PTZs2Ubp0aXuHlSdvv/02Li4u7Nu3j02bNtk7HCFEMffFF18we/ZsAN544w3c3d3vsYbIydChQwkMDCQ0NJQffvjB3uEIka1kYxr7L0VbzbNYYPcmA0f3OmMs4If5zRaFG7EpHLkaw6HLMdyMSyUfhnHJUnKihr1bDHwz1pfX2pVh1oQSALR8PoGK1YxqOTdnPY/5F48HckTBql3GC0+XzK4jq9dP5dkX4wCY84kv8TGZt9VTTBb+PhuBOa1gEoaFzWi2sP1MuNr1mrCdTcmXqKgoKleurE47OjoCkJiYqM5zcnKiSZMmbN68+T5DFEIIIYQQIn+YzWZeeOEF/vnnHzw9Pdm4cSMVKlSwd1h5VqpUKYYOHQqkP1ktrV+EELaaNWsW77zzDpDemq5WrVp2jqj4c3Z2Vh9EnTRpEklJ0mWLKJr2hkRiNFvfLF7xkwffjivBlOBSDG1bhi9HlWDLH27cCiu6Y+JlJy5ay1+rXfn87ZK81q4MM8eUYM9mV5ITtXj5pvHsC3H0Gh5jtU69IG+0WhlPT4BOq+GpSr7cXh1eGBpLYAUjsVE6fvzMh9svwaMSTfwbElX4geazNIvC32cjiCmArv4eRja1oStZsiRxcXFW0wAXL15Ux38BSE5OJjY29j5DFEIIkd/MZjPJyckkJSWRlJREYmKi+ndeXuXKlWPq1KlqEl4IIYoyRVEYMmQIa9euxdnZmTVr1hTrm4zvvPMO3333Hbt372b79u20aNHC3iEJIYqZn3/+mWHDhgEwevRo3nvvPdavX2/nqB4MgwYNYsqUKVy6dIlvv/1WTXAJUVScD4/nRox1t3hn/nNkxU+eAHh4pxEXrePQLgOHdhkAKFPJSJ1GKdR5KpkqtVLRF8GeuSJu6Diww8CBHS6c+c8JxZJ557x0GRP1myXzRPMkKlU3or3jkfQAL2cCvVwKOWJRlHm7OlIj0JOjoen3tx2dFYaNj2TcYD/2/2Vg53pXmnbIbIxwOTIJL0Ms1QM87RXyfVEUhX/O3yL8AR3Dxh5sOk1WrlyZCxcuqNNPPvkkiqIwe/ZsvvnmGwDOnz/Ptm3bqFixYv5EKoQQIktms5lZs2Zx6tSpXCdNjEbjvTech/fPOPcLIURR9v777zN//nx0Oh1LliyhSZMm9g7pvvj7+/Pyyy/z7bffMnHiREm+CCHyZPny5QwYMABFUXjjjTeYNGkSZvOD1V+9PTk6OvLRRx8xcOBApkyZwtChQ6U7N1FkxKeYOHQ5xmpeYryG7z4qgWLR8HS7RIaOi+TKeQeO/OPCkd3OnDvuROgFR0IvOLL2Fw8MbhZqNkimdqMU6jRKxtPXPt0tKQqEXnTgwA4XDvxl4NJZ6wcDyz9ipH7zJOo3S6ZMRZPVIOq302nTW70IcafqAR5cj0nmVkL6fZTyVU10GxLL7997Mf8Lbyo+lkqZCpm/n0dDY/F0caCMt8FeIdts/6VoQqOT7R3GA8Wm5Ev79u15//33OX78ODVq1ODZZ58lKCiI77//nv3791OmTBm2bdtGSkoKgwcPzu+YhRBC/F9MTAwvvPCCzf39azQaDAaDTa+EhAQ++ugjvv32Wxo0aEDfvn3z+dMJIUT++fLLL5k6dSoAP/zwA506dbJzRPnjvffeY86cOfz111/s3Lmz2CeUhBCFY8OGDfTq1QuLxcLAgQOZMWMGmuzuSAqb9enTh08//ZSzZ8/y1VdfyZi4okhQFIW9F6Mw3za4iqLAT1N8uBWmp1Sgif6jotBoIKiKiaAqJjoPiCMhVsuxfc4c/seFo3udiY/R8e9WV/7d6gpAxWqp1H4qhbpPJVOh2t2tSvKTxQIXTjiy/6/0Fi43QzPH5dBoFarWTqV+s2TqN02iZEDuxqx41M8Dd2eHexcUDx2NRkOjSr5sOBamHjfP9YnjxH5nThxwZsZ7Jfn4pzAMbunLFAV2X4ik7WMOeBqKT506GhrD+fAEe4fxwLEp+dKvXz88PT3VizNHR0dWr15Nz5492b9/P/v370er1fLyyy8zYsSIfA1YCCFEugsXLtCxY0dOnz6NwWDgjTfewNvbO08JFGdn5/v6j7bFYmHChAm88sor1KxZkzp16uTfBxRCiHyycOFCRo0aBcBnn33GwIED7RxR/ilbtiwDBw5kzpw5TJw40eZkvBDi4bFjxw66du2KyWTihRde4IcffkBbkHdJH2J6vZ4JEybQq1cvJk2axDPPPEPjxo3tHZZ4yJ28EUfEHV0K/b3Olb1bXNHpFF6fEInB9e6x5Nw8LTRqnUSj1klY0uDiKUeO7E5vFRNy2omLp9JfK370xMM7jVoN07snq9UgGVeP+x+bzmyCk4ecOfCXCwd3uhBzK/OWpoOjQo0nUqjfLInHmyTj4Z23VjgGRx3VAzzuO0bx4HJ3dqBuOS/2X4oGQKuD4RNvMWaAHzeuODDrY1+CP7ulJh3NaQo7zkXQtnppnPRFf7ykczfjOX4t7t4FRZ7ZlHzx8/Pj1VdftZpXs2ZNTp06xenTp4mOjqZy5crqWDBCCCHy199//03Xrl2JjIwkMDCQNWvWULdu3UKPY9y4cezfv5/169fTtWtXDhw4gI+PT6HHIYQQ2Vm3bh2DBg0CYOTIkbz77rt2jij/jR49mp9++onNmzezd+9eGjZsaO+QhBBF1L///kvHjh1JSUmhY8eO/Pzzz+h0Rf+mUHHWs2dPfvnlF9atW0fHjh3ZuXMnNWrUsHdY4iEVk2TkWKj12Mw3ruhZ8GV6d1vdXomlco17d1Gt1UHlGkYq1zDS/ZVYYiK1/LfHhSO7XTj2rzNx0Tp2bXBl1wZXNFqFR2pmtoopWzn7rr/ulJKs4egeZw7sMHD4HxeSEjITxS6uFuo0TuaJZknUapiCSxYJo9yqW84LvU6S0CJnVUq7ExqTrI6V5OFtYcSnt/j41dIc/NvAmoUedB6QmcBISDHzz/lbNH+kFFpt0W1deiUyiQOXo+0dxgMrT8mX48ePs3r1aq5evYqTkxO1atWiR48eVv2WPvroo/kepBBCiEzz58/nlVdewWQyUb9+fVatWkVAQIBdYtFqtfzyyy/Ur1+fixcv0qdPH9auXStPTwohioR//vmHHj16kJaWRt++ffn8888fyG51ypcvT9++fZk3bx4TJ05k3bp19g5JCFEE/ffffzz77LMkJCTQokULli5dioND8ekOpbjSarX8/vvvtGrVij179tC2bVt2795NUFCQvUMTDxmLRWHPhUhu620Mswm+HedLarKWao+n8Fwf25589/K10KxjIs06JmI2w7mjThz+x4X/9jgTetGRM/85c+Y/Z37/3gvvkmbqPJVCncbJ1KifgrPBOmkSH6vl0E4XDuxw4dg+Z0ypmf+39PRJo17T9PFbHquXgoPjnZHkXWkPJ4J8Xe9/Q+Kh0LCCL+uO3cBoTm9dVekxIwNGRTH3U1+WzvakQjUjtRqkqOXDYlM5fDWaekFF8yHVm3Ep7Ll4C+X+G6eJbOQ6+fLBBx8wdepUFEVBURT1P66jR49m1apV8oSdEEIUMIvFwgcffMCUKVMA6NGjB/Pnz8dgsO8gbt7e3vzxxx80atSIDRs2MGHCBCZMmGDXmIQQ4vjx43Ts2JHk5GTat2/Pjz/++EAnhj/44AMWLFjA+vXrOXjwIPXq1bN3SEKIIuTMmTO0bt2amJgYnnrqKVatWoWzs7O9w3poGAwG1q5dS5MmTTh58iRt2rRh165d0luIKFRHr8USnWSymvf7LC9CTjvh5pHGa+Mj0eZDQzi9Hqo9nkq1x1Pp/QZE3NDx3x4X/tudPj5GdISe7avc2L7KDb2DwqN1UqjzVAo6vcKBHQZOHXbCkpb5sEypQFP6+C3NkqhSw5gvMWbQaqBekHf+bVA88FwcdTxZ3odd52+p857pnMiFk05sX+XGt2N9+WR+mNVYQ2fCEvB0caRyKTd7hJyt6EQjf5+NIC1vvfSJPMpV8uWPP/7gs88+A+CZZ56hbt26xMfHs3nzZi5dukS3bt24cOGCXLwJIUQBSUhIoG/fvqxcuRKAsWPHMn78+CJzI7F27drMmTOHvn378vHHH/PEE0/QsWNHe4clhHhIXb58mbZt2xITE0OjRo34/fffH/inuytXrkzv3r355Zdf+OSTT1ixYoW9QxJCFBEhISG0bNmSiIgI6taty7p163BzK1o3gB4GPj4+bNy4kcaNG3P27Fnat2/Ptm3brHoSEaKgRMSncuqGdauW4/ucWPdr+jgnQz6MwrdU7gamz6uS/mm06ppAq64JGFPh9GFndayYm6EOHN/vwvH9LlbrlKtipH6zJJ5olrduyvKqSml3vAz50HxGPFTK+RooH23gUmSSOq//21FcPufAxZNOzHi/JB/NuYmjc2ZzkgOXovBw0VPKvWjcO49PMbH9TDimNGnyUtBydddu9uzZaDQa5s+fz9atW/niiy+YPXs2p06don379oSFhcl/8IQQooCEhobSpEkTVq5ciZOTE7/88gsff/xxkUm8ZOjTpw/Dhw9X/z5//rydIxJCPIwiIiJo06YN169f57HHHmPt2rW4uj4cXUl8+OGHaDQaVq5cydGjR+0djhCiCLh+/TqtWrXi2rVrVKtWjY0bN+Ll5WXvsB5aZcqUYdOmTZQoUYIDBw7QtWtXUlNT772iEPfBnGZhz8VIq26F4qK1fP+xLwAtn4+nfrNkq3UKavgTRyeo1TCFfiOj+XLpDb74/Tp9gqOp2SC9G7GX3oxm+vJrfPpzGN1ejqNclfxPvBgcdTzq7067Gn7S6kXYrH55HwyOmc2wHBwh+NNbeHincemsIz9N9bY65iwK7Dp3i8RUsx2itZZiSmP7mQhSTNLkpTDk6nR66NAh6tatS79+/azmOzk58emnn6IoCocOHSqQAIUQ4mG2f/9+nnzySY4cOUKpUqXYvn07L730kr3DytaXX37JU089RWxsLF27diUxMdHeIQkhHiLx8fG0b9+es2fPUq5cOTZu3IiPT9HsX7kgPProo/Ts2ROATz75xM7RCCHsLSIiglatWnHx4kUqVqzIli1bpJurIqBq1aqsX78eV1dXtmzZQv/+/UlLK5gWB0IAHL4aQ0JK5g1fRYEfJvkQc0tPQHkTL42IsSqv0UDzqqXoXCeAuuW88HUrmJYhGg34lzPT7sV43v8qgg+/Dad973hKBeb/8eCg01CxpCstq6V/rsfLeePtKi1ehO0c9VoaVvS1mudbOo3hE2+h0SrsXO/G1j+sW5mmmCzsPBeB2Y79fJnSLPx1JtzqnHAvMh7M/clV8iU6Oppq1apluSxjfkxMTL4FJYQQApYuXUrTpk25ceMGNWrU4N9//6VRo0b2DitHjo6OLF26FD8/P44dO8Yrr7yCIr/UQohCkJqaSteuXTlw4AC+vr5s3LiRMmXK2DusQvfhhx8CsGzZMk6ePGnnaIQQ9hITE0ObNm04deoUZcqUYevWrQQEBNg7LPF/TzzxBCtWrMDBwYElS5YwYsQIuWYWBeJ6TDLnbiZYzdu83I1DuwzoHRSGT7yFk7N13asZ6ElpD2dcnfRU8/egbXU/OtUJoE5ZL3yKUcJCq4Ey3i48XbkEXR8vQ8OKvpT2cFbHsBbifvl5OlMj0MNqXvX6qfR6PQaAhdO9OXfM+piJSjSx92JUYYVoxWJR2HkugqhE070L/9+Vcw70fs6DiAiXexcWWcpV8sVisWTbT7Zenz5sjDypIYQQ+UNRFD755BN69uxJSkoKHTp04J9//qF8+fL2Di1XAgIC+P3339Hr9SxatIiZM2faOyQhxAMuLS2N/v37s2XLFlxdXVm/fj2PPvqovcOyi5o1a/L888+jKAqTJk2ydzhCCDtISEigXbt2asvpLVu2FJvryIdJ69at+fnnn9FoNHz77bdMnDjR3iGJB0yqOY1/QyKt5l0578Cir9O72uo1PJqgKtY3Yf09nakeYH0zGcDNSc9jAR48W6PoJ2JKuTvxZAVvnn88kKaPlKScrwGdVhIuomDUDPTE39N6HJf2veNp0DKRNLOGrz4oQUyk9e33K1FJHL8WW5hhoigKuy9EEhab+64uTxx04uOhpTn+n55586oXYHQPtqI1YIAQQjzkUlJS6Nu3L2PHjgXgrbfeYtWqVXh43H0BXJQ1adKEL774AoC3336bnTt32jkiIcSDSlEURowYwZIlS3BwcGDFihU8+eST9g7LrjJ+QxYvXszZs2ftHI0QojAlJyfTqVMn9u7di7e3N5s3b6Zq1ar2Dktk44UXXuDrr78G4KOPPmLWrFl2jkg8SA5ciibZmNm9kTFFw7fjfDEZNdR5Kpm2Pa1bxLg4amlUyfeeLUOyTsRk/cB2YfEyOFC7rCed6wTQ6rHSVC7ljpNed+8VhbhPGo2GRpV8cXXS3TYPhnwQRWAFI9ERer7+sATmO3r5Ohoay9WopEKL8+DlaK7k4f32bDYwNbgUyYla6jUwMWzYfwUY3YMt18mXZcuWUbFixSxfGo0m2+WVKlUqyPiFEOKBcfPmTVq0aMGvv/6KXq9n9uzZTJs2DZ2ueF40vvnmm/Tu3Ruz2UyPHj24fv26vUMSQjyAPvnkE7799ls0Gg0LFy6kdevW9g7J7urWrUvHjh2xWCxMnjzZ3uEIIQqJ0WikR48ebN++HTc3N/78809q1apl77DEPQwfPlxNmg8bNoxly5bZOSLxILgcmcjlSOsbrb/O9CL0oiOePmm8MibSaiB7jQYaVyqBs0Pe/u+ZmYjx57na/tQu61loiRiDo45q/u60r+lH+5r+VA/wxNVJXyjvLcTtnB10PF25BLc3sHJxVQj+7BbOBgtnjjjz2zded62352IkMUnGAo/v+LVYzt7R/WBONvzmzjdjS2A2aXiyRRKzf4nHzS33XZUJa7k+KyUkJJCQkP0Xld1y6UtRCCHu7dixY3Ts2JErV67g5eXF8uXLadGihb3Dui8ajYY5c+Zw7Ngxjh07pt4McHQsms3ThRDFz6xZsxg3bhwAX331FS+++KKdIyo6xo4dy9q1a/nll18YN24cFStWtHdIQogClJaWRp8+fVi3bh0uLi6sW7fuoW8FWJxMmDCB8PBwZs+ezUsvvYS3tzctW7a0d1iimEo2prH/UrTVvIN/u7BluTsAQ8dF4uljPeB3zUBPSnlYd52UV+7ODlQP8KR6gCfxKSauRCVxNSopT+NL3IuDTkM5HwPlS7hSyt1J7jmKIsPXzYl6Qd5Wx15AkJnXPopk+nsl+XOxB5UeM/JUm8ykqDlN4e9zt2jzWOk8Jz5z63x4AkdDc9fFmcUCi2Z6seG39J5X2vSIp29wNE7ObgUS28MiV8mXkJCQgo5DCCEeWuvWrePFF18kISGBKlWqsHbtWh555BF7h5UvXF1d+eOPP6hfvz67d+/m7bffljFghBD5Yvny5QwbNgxITzS88cYbdo6oaHnyySdp27YtGzdu5NNPP+WHH36wd0hCiAJisVh4+eWXWbp0qdr9YtOmTe0dlsiDjHFfbt26xfLly+nSpQt//fUX9erVs3doohjaGxKJ0ZyZXImO0DFnkg8A7XrFUathilV5fy9nagR65msM+ZmI0WnB39OFCiVcCfBykfFbRJFVpbQ7EQmpXLqVmWCp3yyZzv1jWbXAkx8m+VCmgolyt421lJBi5p/zt3imaim0+Vy3r0Ylsf9SVK7Kmowwe6Ivezb/r727jqvy/v8//jg0KqKAgkzFzuns3uzAjlnYMZ0xe8Ys1E2ns7u7c3ZudmzmV52bos6YopiIiuT1+8OfZ+NjI3AAn/fbzdvGda54nsPbt3C9rvf7nRR4viZUtSZBqL754d6p+OLl5RXbOUREPjqGYTB+/Hh69epFZGQkZcuWZfXq1bi4uFg6WozKkiULixcvpkaNGkyePJmiRYvStGlTS8cSkQTs9OnTfP/99xiGQbt27RgyZIilI8VLAwcOZPv27SxYsICBAweSPn16S0cSkRj2Yt2r+fPnY21tzYoVK6hcubKlY0k0WFtbs3jxYu7fv8/u3bvx9vbm4MGDZM2a1dLRJAG5GBCE/8N/iyuRkTBtiCuPA63JkC2Uhh0eRtk/iZ01xTO5xmqmVxVirt17yoOnby7EpHayJ4NbUtK7JMHORktWS8JQJIMLD5+G8fA/7fvLdoFc/suOM785Mr6fG8Pm3SKpk2F+/fajEE5ce0ChDDF3Lygg6BmHLt3FMN6+79PHJsb1ScW54w5YWxu0G3CPUt5xtx5NYqfeS0TEAsLCwvj666/p0aMHkZGRfPXVV2zfvj3RFV5eqF69unku63bt2vF//6fF2kQkek6cOMHw4cMJDQ2lbt26TJ06VVNOvEbJkiUpV64cYWFhjBw50tJxRCQWfPfdd0yePBmTycT8+fOpU6eOpSPJB3BwcODnn38mf/783Llzh0qVKmndRHlnQc/COHHtYZRtm5c48ccxB+wdIuk07C62/5kB2soEJbK4xtp0R6/yohDjnef5GjF50zqTMsm/a8SkSGJLvnQpqJXPkwq53MmSOpkKL5Kg2Fhb8XlWN2yt//39xMoaOg29h5tHOLf/sWWqrxuRUWf+48Ltx1wMCIqRDA+fhrL3/B0iIt++74M71gz72p1zxx1wSBLJt2PvqPASw9SDiYjEsfv371OlShVmzpyJyWRi7NixzJgxA1vbuFmY0FIGDx5MlSpVCA4Opm7dujx48ODtB4mI/Iefnx81atTg2bNnlClThiVLlmBtHXc3DBKiF4Xv2bNnc+PGDQunEZGYNHz4cH788UcApk2bppHFiUTy5MnZunUrWbJk4cqVK1SpUoWHDx9aOpbEc4ZhcOTyfcIj/n3M/dI5O1ZNTwFA8x4P8PQKj3JM3rQpSO30Yeu8fAgnB1s+/eR5Iab6Z2momseDqnnSkMszOUnt33mJapF4x8nBlmL/M6LMyTmSbj/ewdY+klMHHVk3N/lLxx278oCAoGcvbX8fT0LC2X0+gLCItw95ufG3DYO/cufaRTtSuEYwcNpt8hT9sOvLy1R8ERGJQxcuXKBYsWL8+uuvJEuWjA0bNtC9e/eP4qlta2trlixZQsaMGbl8+TJNmzYl8n8f9xAReY1nz55Ru3Zt7ty5Q6ZMmVi9ejUODpa7YZBQlC5dms8//5zQ0FB++uknS8cRkRgyYcIE+vfvD8Do0aNp3769hRNJTHJ3d2fHjh14eHhw5swZatSoQXBwsKVjyX/4B8av78ef/kHcCQoxfx38xMSUQa5ERJgoUu4ppWs8ibK/ZwoHcnm+fPPXUpI72JIiid3bdxRJINK5JCFnGqco2zLmCKN17+cPoa6b48zJg1F/l4k0YP+FuzwJiVoofVfPwiLYfT6A4NC332c5f8qeIe3duXfLhjTpwxg86xYZsr//mkzydiq+iIjEkd27d1OsWDH8/PxInz49Bw8epHr16paOFadcXFxYu3YtDg4ObNmyhaFDh1o6kogkEAMGDODcuXO4u7szcOBAkiePPzcM4jOTyWQe/TJjxgxu3bpl4UQi8qHmzJlDt27dAPD19aVnz56WDSSxImPGjGzfvh1nZ2cOHDhAw4YNCQ+P3g05iXkH/O6y5Yw/V+89wXiXRRVi0cOnoZy58TDKtgVjUnL7H1tc3cNp2/delEWzk9pbUzxz7K7zIiKQL10KUjvZR9n2RbUnVKgbhGGYmOrrxu1/oo7yCgmPZN+FO4S/y5xh/xEeEcme83d4FPz2fyeO7nFkRNdUPHlkTZZPQxg88zapPSPe63ry7lR8ERGJA7NmzaJSpUo8ePCAYsWK8fvvv5M3b15Lx7KIfPnyMXPmTACGDBnC5s2bLZxIROK7vXv3MnbsWOD51DopU6a0cKKEpUKFChQtWpRnz54xZswYS8cRkQ+wbNkyvvrqKwB69uzJoEGDLJxIYlPevHnZuHEjDg4ObNy4ka+++sriN/rlXw+fhnHw4j02n/Hn8p3HREbG/fcmMtLg8KV7UdZ2OLQjCfu3JMNkZdBxyD2SJv83l5UJSmZxw95G07aKxDaTyUSprG442kW9/d6s+wOyfBrC0yArxvVx41lw1JlQHjwN48jl++98nchIg/1+d7n/JPSt++5cnYwJ/dwIC7GiQKmnfDc5AKcUmpEkNqn4IiISiyIiIujZsyft2rUjPDycxo0bs3v3btzd3S0dzaKaNWtGp06dAGjatCmXLl2ycCIRia+CgoJo2bIlhmHQpk2bj27EYEwwmUzmG7RTp07lzp07Fk4kItGxYcMGmjVrhmEYfP311/z0008fxdS1H7vPP/+cFStWYGVlxfz58+nbt6+lI8n/eBQczpHL99l4+iZ+t4OIiMMizOkbgTx4+u9UQXduWjN3pAsAtVs+Ike+kCj750ufArdkUZ/EF5HY42BrTcksblj9559rG1voOvwuyVNGcP2SHXNGuPC/dfVr959y9kbgO13jyOV7+Ae+ea0Ww4CV05yZP9oFwzBRttZjuv14F3sHFfRjm4ovIiKxJDg4mHr16pmf1h46dChLlizRGgX/39ixYylRogQPHz6kbt26PH361NKRRCQe6tGjB1euXCFDhgzm/lTen7e3NwULFuTp06eMGzfO0nFE5D3t2rWL+vXrExERQdOmTZkyZYoKLx+RmjVrMmvWLABGjRqlUYzx1JOQCI5eecDG/7vJX7cevfe0Qe/rTlAIf/o/Mn8dEQ5TBrsR/MSKrHlCqNM66o3btCkdyeGhaVtF4lpqJwfypU8RZZtL6gi6DL+LlbXBoR1J2b4y2UvHnf4nkOv333yf5PjVB1y59+Z9wsNhxjAX1i9wBuDLdg9p0/c+1jZvPExiSLSKL0uXLiU09O1DmUREPlZXr16lb9++bNmyBQcHB1asWMHAgQP1S/J/2NnZsWrVKtzd3Tl9+jTt2rXTNAoiEsWmTZuYPXs2JpOJ+fPna52XD/DftV8mT57M/fvvPpWBiFjWgQMHqFWrFqGhodSpU4d58+ZhZaXnKD82rVu35scffwSgV69eLFy40MKJ5HWehkZw4upD1p+6yR83AwmLhSJMeEQkhy/fi/K0/Lp5zvidsccxaSQdh9yNcmM1qb01xTJpnRcRS8nhkZz0LkmibMuZPwSfbx4CsHRiSv469fKotMOX7vHw6avvwf9xM5Dzt4LeeN1nT02M6ZWK/VuSYWVt8NV396jT+hG6NRV3ovUTW9OmTfH09KR79+6cPXs2pjOJiCRoR44coWTJkly9ehUPDw/27t1LgwYNLB0rXvL09GTlypVYW1uzZMkSJk+ebOlIIhJP3L17l7Zt2wLQvXt3SpcubeFECV/NmjXJmzcvQUFBTJgwwdJxROQdHD9+nGrVqvH06VOqVKnCsmXLsLHRo6ofq969e9OjRw/geTFGaydaRo8esGZOcp4+efPdy5DwSP7veiDrT93k9D8PCQmPuQWtT15/yONn/y6s/dcpe36e9/whldZ97kdZPNvKBKWyuGFno6KtiCUVzeRCcseo/4ZXaRhE8UpPiIgwMfE7Nx7ciboeU3ikwd4Ld3gWFrX/uHznMf93/c3TkgXes+L7jqk5fcQRe4dIeoy6Q5maT2Lmzcg7i1bP26JFC0JCQpgwYQKfffYZJUuWZP78+ZoyRkQ+ert27aJMmTIEBASQIUMGDh48SJEiRSwdK1774osvGD16NPB8eqEDBw5YOJGIWNqL9Qxu375Nrly5+OGHHywdKVEwmUwMGDAAgAkTJhAY+G7zSIuIZfzxxx9UrlyZR48e8cUXX7BmzRrs7bVWw8fMZDLx008/0bRpUyIiIqhfvz6HDh2ydKyPyuXLMHEirJjuTLc6nvw8LznBbynChIZHcvbGI9afusnJaw9euon6vvwDg/G7/dj89ZNHJqYOdsWINPF51ceUqBT13lz+9Clx1TovIhZna23F51lSYfOfBWBMJmjb7z7pMocSeN+aCd+5ER4W9bgnIREc8LtL5P9fT+rGw2B+//vNo9hvXbPBt507f/9lj1OKCPpPCSB/yTevCyOxI1rFl3nz5nHz5k2mTp1K/vz5OXz4MG3atMHT05OOHTty4sSJmM4pIhLv+fv74+PjQ0hICNWqVWPEiBGkS5fO0rEShK5du9KoUSPCw8OpX78+/v7+lo4kIha0dOlS1qxZg42NDQsXLtRaWTGoXr165MqVi8DAQI02FImnwsPDWb58ORUqVODevXsUKVKETZs2kSRJkrcfLImelZUVc+fOxdvbm+DgYKpVq6YZSeKQlxcsXAieXmE8eWTNqhkp6FbHk/UL3l6ECY8w+NM/iA2nbnL86n2ehoa/cf9XCQmP4LfL/950NQyY/aMr927b4J42jBY9H0TZP71LErJ7OL33dUQkdjgnsaVoJpco2xwcDbr9eJckySLxO2PP4gkpXzouICiE49cecCcohIN+d4l8w4ztl/6ww7edOwE3bEn9SRi+M2+TOXf0lg9xSWqHZwr9LvYhoj3m0MnJia+//ppjx45x4sQJ2rdvj8lkYvr06RQuXJgCBQowY8YMgoLePPeciEhiEBERQZMmTbhz5w558+Zl2bJlODo6WjpWgmEymZg9ezaffvopt27dokGDBoSFhb39QBFJdP755x86deoEwKBBgyhYsKCFEyUuVlZW9O/fH4CxY8fqZ3WReOTZs2fMmDGD7Nmz07hxY27dukWePHnYunUrTk66eSr/srW1ZdWqVRQvXpyHDx9SuXJlrl69aulYHwVra/DxgbErbtHR9y5p0ofx+JE1K6eloFtdTzYsTM6zp28pwkQanL/1mA2nbvLb5XsEPXv333uOX3nA09B/R87s3ZiU339NgrW1Qaeh93BM+u8d2WQONhTJ6PKq04iIBXm5JiW7R7Io2zzShdPB9y4AO1c7sX9L0peO87v9mN1/BRD+hsrLyYMO/NApNUEPrcmYIwTfmbfxSP/+hV4bKxP506egcm53nOxt3/t4+VeMTPiYL18+pk6dir+/P/Pnz6dEiRKcOnWKjh07kiZNGtq0acPx48dj4lIiIvHS8OHD2b17N0mSJGHFihV6SjsakiZNytq1a0mePDkHDhygV69elo4kInEsMjKSVq1aERgYSJEiRejXr5+lIyVKDRs2JFu2bNy/f59p06ZZOo7IRy8wMJCRI0eSIUMGvv76ay5fvoyrqytDhw5l//79uLjo5qm8LGnSpGzatIlcuXJx8+ZNKlWqxJ07dywd66NhZQ0lqzxl5FJ/Ogy+i0e6MB4HWrNiagq61vFk40KntxZhIg24dOcJm077c+jiXQKD31yEuXbvKVfu/Tul2M2rNiwc+/wJ+frtH5I5179PtltbaZ0Xkfgsf7qUuCWzi7KtQKln1G3zfFrgOSNTcuX8y0WPNxVe9mxIytjeqQh5ZkXeYsEMmBqAs2vke2dL7WSPdx4PcqZJjsn05n5M3i5Ge+GIiAhCQ0MJCQkBns/XHRISwrx58yhSpAj169fn0aNHMXlJERGL27dvH76+vgBMnTqVHDlyWDZQApY1a1YWL14MwMSJE1m6dKmFE4lIXJo2bRq7du3CwcGBhQsXalHpWGJtbc13330HwOjRo3nyRAtviljC7du3+e6770ifPj19+/bl9u3bpEuXjgkTJnD16lUGDhyIs7OzpWNKPObi4sL27dtJly4dFy5coGrVqhrRGMesbaCU91NGLfPn68F3cU/7vAizfGpKutX1ZOMiJ54Fv/nmpWHAlXtP2XLGn/1+d3jw5OXpgYJDIzh65d/pxsJCYcpAN0KeWZG70DOqNY36fS+QPiUuSe3+9zQiEk9YWZkoldUN+/8pkNZpE0i+EsGEhVgxvm8qggLffuveMGDtnOTMGu5KZMTztZ96jr6DQ5I3zE32CjbWJgpnSEmFXO44OWi0S0yJkeLL77//zldffUWaNGlo3749J0+epFatWmzZsoVHjx6xePFi8uTJw9q1a/nmm29i4pIiIvHC3bt38fHxITIykmbNmtGiRQtLR0rwatSoYV4Qum3btpw+fdrCiUQkLly4cIFvv/0WgFGjRpE9e3YLJ0rcfHx8yJgxI3fu3GHmzJmWjiPyUbl8+TIdO3bEy8uLESNG8OjRI3LlysWCBQu4dOkSXbp0IWnSl6cbEXmVtGnTsmPHDlxdXTl27Bh169Y1PxArccfaBj73fspPy/1pP/Ae7mnDCHpozfIpKele15PNS96tCHP9fjBbz95iz/kA7j7+9/v429/3CAn/9wn2ldNTcOWCHcmcI/h60D2s/nN3z8s1CVndNVWhSHyXxM6GUlnd+O/gEisr6Oh7l9SfhHHH34apg12JjHj9OSLCYe7IlKyZlQKAWi0CaT/wPu/7DJtnCgeq5UmjviMWRLv48vDhQyZNmsRnn31G8eLFmTNnDilSpGDw4MFcvXqVdevWUaVKFRwdHfHx8eHYsWPkypWLzZs3x2R+ERGLMQyDVq1acePGDbJly8bUqVMtHSnR8PX1pXLlygQHB1OnTh0ePHjw9oNEJMEKDw+nefPmBAcHU758efOaLxJ7bG1tzaNfRo0aRXBwsIUTiSR+//d//4ePjw9Zs2Zl2rRphISEUKxYMdavX8+ZM2do3rw5trZ60lTeX44cOdiyZQtJkyZl165dtGjRgsjI959qRj6ctQ18Ue0JPy33p92Ae6T+JIxHD6xZOunfIkzIs7dP43Pz4TN2/HGbX/68zYlrD7j58Jn5tdNHHNiyNDkAX/W/j0vqf+/MOmmdF5EExT25A3nTRh3lmjS5Qfcf72JnH8npI46snvXqUbAhz0yM7+fGrz87YTIZtOx1nwYdAnmfmcLsbawontmVMtlTk9Resw7EhmgVX5o1a4anpyfdunXjjz/+oEqVKvz8889cuXKFQYMG4enp+dIxNjY2FC5cWDfQRCTRGD9+PJs2bcLe3p4VK1aQLFmytx8k78Ta2pqlS5eSIUMGLl++TNOmTfULpEgiNmrUKH777TecnZ2ZN28eVlaanzwuNG/enPTp03Pr1i3mzJlj6TgiiZJhGOzfv59q1aqRL18+li1bRmRkJFWqVGHPnj0cOnSImjVrqt+TD1akSBHWrl2Lra0tK1asoGvXrhjG+005IzHH2gZKV3/CTyueF2FSeYabizDd6niyZem7FWFuPwrhL/9/pxQLvG/F9KGuAFSoF0ShL/59eOLFOi+21upPRBKS3J7OfJLSMcq29FnDaNvv+VSD6+c7c2xf1NeDAq0Y8U1qTuxPgq2dQdcRd6n45eP3um56lyRUy5uGjG4abRubotUjL1myhBQpUtCvXz8uXbrE5s2b3+kHxjp16jBo0KBoBRURiU+OHTtGnz59ABgzZgz58uWzbKBEyMXFhbVr1+Lg4MCWLVsYNmyYpSOJSCw4efIkgwcPBmDSpEmkS5fOwok+HnZ2duZ/y0aOHKlpakRiUGRkJBs3bqRUqVJ88cUXbNmyBSsrKxo1asTJkyfZunUrpUuX1kK2EqMqVarEggULMJlMTJ48WT8/x6LPs6YilZP9W/ez+f9FmNErb/JV/3ukSvO8CLNkYkp61PNk63InQt+hCAPPpyWb+b0rgfetSZsplCbfPIzyekEvF1JqnReRBKl4JleSOUQdeVKyylMqN3hefJ0+xBX/a89fv3PTmiHt3PE7Y0/S5BH0mxhA4TLvPord0c6Kz7O6USqrGw621jH3JuSVolV8WblyJdeuXeP777/Hy8vrnY+rUaOG+ZdrEZGEKjAwkIYNGxIWFkadOnXo2LGjpSMlWvnz52f69OkADBkyhC1btlg4kYjEpGfPntG8eXPCw8OpW7cuTZs2tXSkj07r1q3x9PTkn3/+Yf78+ZaOI/JWhmEwcOBAatWqha+vL5s2bcLf39/SsczCwsJYtGgRefPmpWbNmhw6dAh7e3u+/vprLly4wLJly/TQjsSqxo0bM2HCBAAGDx7M4MGDE/UImG3btnH9+vU4v66HswMVc7lTLkfqdy7ClKnxhNGrbtK23z3cPMJ5eM+axeNT0r2eJ9tWvL0Is31lMk4dcsTWzqDT0HvYOfz7fc3gmoQsqTUTg0hCZWdjxedZ3LCxitoP+HR5QPZ8zwh+YsW4Pm78dcoe36888L9qi6t7OINm3CZ7vnd/gCpTqqRUy+NJOpckMf0W5DWiVXz58ssvsXnflXuiacSIEZhMJrp162beZhgGvr6+eHp64ujoSJkyZfjjjz+iHBcSEsI333yDm5sbSZMmpWbNmvzzzz9xkllEEi/DMGjfvj2XL1/Gy8uLOXPm6InFWNaiRQs6dOiAYRg0adKEixcvWjqSiMSQQYMGcfbsWVKnTs306dPVn1qAg4MDvXv3Bp7/3K21XyS+Gzt2LN9//z0bNmxgyJAh1KhRA09PTz755BNq1arFsGHD2Lp1KwEBAXGa6+nTp0yePJmsWbPSvHlz/vjjD5ycnOjTpw9///0306ZNI3PmzHGaST5e33zzDd9//z0AQ4cOpUOHDkREvGHF5gTIMAzGjx9PtWrVqFOnjsX+/XpRhCmfMzWp37EIU7bWE8asukmbvvdw/f9FmEXjUtL9yzRsW5GM0FfcR73mZ8uyySkB8PnmAemzhJlfS+6odV5EEoOUSe0olCFllG02NtDlh7ukcAvnxt92DPvanYf3rEmfJRTfWbdJmzH8nc6d1N6asjlSUSyTK3Y2mpowLsXrT/vo0aPMnDmTvHnzRtk+atQoxo4dy+TJkzl69CgeHh5UrFiRoKB/58Hs1q0b69atY/ny5Rw4cIDHjx9TvXr1RPcDh4jErdmzZ7NixQpsbGxYvnw5KVOmfPtB8sHGjx9PsWLFePjwId7e3ty5c8fSkUTkA+3fv5/Ro0cDMHPmTFKlSmXhRB+vr776Cnd3d65evUr58uW5e/eupSOJvNKuXbvMxcL27dvTokULcufOjZWVFTdv3mTDhg0MGjSIqlWr4u7uTvr06albty7Dhw9n+/btsdK2Hzx4YJ4R4ptvvuHq1aukTp2aESNGcO3aNX788UfSpEkT49cVeZv+/fszbdo0TCYTM2bMoEGDBjx79uztByYAYWFhdOjQge7duxMZGUmhQoXi7AHh13FP7kCF9ynC2EK52k8Y+98izF0bFo1zoceXnuxY9W8RJuSZiUkD3QgPM5G/ZHCUdR1srEyUyuKGjdZ5EUkUMqVKRuZUUddgSeEaSdfhd7G2eT7aLVfBZwycfhuX1G+/x20yQXaPZFTLk4Y0zo5v3V9i3jv965QpU6ZoX8BkMnHp0qX3Pu7x48c0adKEWbNmmZ/YgH+fbujfvz9169YFYMGCBbi7u7N06VLat29PYGAgc+bMYdGiRVSoUAGAxYsXky5dOnbt2kXlypWj/X5E5ON19uxZunTpAsAPP/xAsWLFLJzo42FnZ8fatWspUaIEFy9epFq1avz6668kS6ah9SIJUVBQEC1atMAwDFq1akWtWrUsHemjliRJElavXk2NGjU4fPgwJUqUYOvWrXpKX+KVK1eu0KhRIyIjI2nZsqX5pjLAkydPOHXqFMeOHTP/OX/+PNevX+f69eusW7fOfJ4MGTJQqFAhChYsaP5vdB6muXnzJuPGjWP69Ok8fvz8RmjGjBn59ttvadmyJY6OusEhlvf111/j5uZGkyZNWLt2Ld7e3vz88884OztbOlq0PXjwgPr16/PLL79gMpkYPXo0nTt3ZuvWrZaOBjwvwrjncuD2o2ec+SeQgKA3Twf0ogjzedUn7N2UjA0LknPvtg0LxriwYWFyarZ4xNULdty8YksK1wjaDbjHfwcKF8yQkhRJtM6LSGJSKIMLD56Gcv/JvyPcsuUNpffYAK762VGpfhC27/DXPrmjDUUzur7T1IgSe96p+HLlypVYjvGyTp06Ua1aNSpUqBCl+PL3339z69YtKlWqZN5mb29P6dKlOXToEO3bt+f48eOEhYVF2cfT05NPP/2UQ4cOvbb4EhISEmWh0UePHgHPn6oICwt75TESt158H/T9kLj29OlT89NilSpVomvXrm9sh2qrMc/NzY2NGzdSpkwZjh49Sv369VmzZg22traWjpYoqM1KXOrevTt///03Xl5e/PTTT+/V7tRWY0fRokXZs2cPNWvWxM/Pj+LFi/Pzzz9TuHBhS0dLFNRuP8zTp0+pXbs29+7do2DBgkycOJHw8H+n2bCzs6NIkSIUKVLEvC0oKIhTp05x/Phxjh8/zokTJ/Dz8+PKlStcuXKF1atXm/fNnDkz+fPnp2DBghQsWJD8+fO/9ub0hQsXGDt2LIsXLyY0NBSAPHny8O2330aZnjuhfq/VVhOfWrVqsWnTJurVq8eePXsoXbo0GzduxMPDw9LR3pufnx+1a9fGz8+PZMmSsXDhQqpXrx4v262LozWls7pwJyiEczcDCQgKfeP+tjZQoXYgpasGsneTE+sXpuB+gA0LRv87ndjXAwNI7hwGkc+/9nJNQvoU9vHqfcvbxcf2KvFPsYwp2HUugNDwSPO2Tws95dNCT59/EfmaAwErE2T3cCJnmuRYW5k+uK2pzb7au34eJiMerry2fPlyfvjhB44ePYqDgwNlypQhX758jB8/nkOHDlGyZElu3LiBp6en+Zh27dpx9epVtm/fztKlS2nVqlWUQgpApUqVyJgxIzNmzHjldX19fRkyZMhL25cuXUqSJFqISORjNnnyZHbt2kXKlCkZN24cKVKksHSkj9aFCxcYOHAgISEhlC1bli5dumidCJEE5NixY+YHa4YNG0aePHksnEj+6/79+3z//fdcvnwZOzs7evXqFeWGtkhcMwyDcePGsW/fPpydnRk9enS0pyl88uQJly9f5uLFi1y6dImLFy9y69atV+7r6elJ5syZyZIlC1myZMHa2poNGzZw+PBh8+LluXLlol69ehQoUEA/i0i8d/nyZYYOHcrDhw9xd3fH19c3QU2Jd+bMGUaOHMnjx49JlSoV/fv3J0OGDJaOFWvCwqzYuTM9a9Zk4949R+rW9aN583OWjiUiIv/f06dP8fHxITAwkOTJk792P8tOivkK169fp2vXruzYsQMHB4fX7ve/P9wahvHWH3jftk+/fv3o0aOH+etHjx6RLl06KlWq9MYPUeJOWFgYO3fupGLFinraXeLM8uXL2bVrFyaTieXLl1O2bNm3HqO2GnuqVq1KtmzZqFevHrt376ZIkSIMGzbM0rESPLVZiQt3796lffv2AHTt2pU+ffq89znUVmNfrVq18PHxYfv27fz4449MmDDB/H2T6FG7jb4JEyawb98+bGxsWLNmDV988UWMnv/+/fucPHnSPDrmxIkTXLlyhZs3b3Lz5k3279//0jHVqlXj22+/pUSJEjGaJT5QW03cvL29qVatGpcvX2bw4MFs3LiR/PnzWzrWW82dO5chQ4YQHh5O0aJFWbVqVZSROwmp3d55HMKfNwO5/ejNI2EASreE4o1v43/NlvRZbHhier4eso2VifK5UpPcIX6/V3m1hNRexfL+uBnIuZtBb93P2gpypklOdncnrKxi9oEQtdlXezFj1tvEu+LL8ePHCQgIoGDBguZtERER7Nu3j8mTJ3P+/HkAbt26FeUpjYCAANzd3QHw8PAgNDSUBw8eRJm/NyAg4I0/INvb22Nv//I8eLa2tmpc8Yy+JxJXLl68SMeOHQEYMGBAlOkM34XaauyoVasWM2fOpE2bNowcOZK0adPSuXNnS8dKFNRmJbYYhkHXrl25ffs2OXPmZMSIER/U1tRWY4+LiwsbN26kQ4cOzJkzh2+++YYbN27www8/YGWlBX0/hNrt+/n111/p27cvAGPHjqV8+fIxfg13d3eqVKlClSpVzNvu3r1rnq7sxRoyt2/fpkGDBvTp04dPP/00xnPEN2qriVOOHDk4ePAg3t7enDp1igoVKrB+/fp3erjMEiIiIujTpw9jxowBoHHjxsydO/e1D+omhHbrmdIWz5TJCAh6xtkbgdwKfPOaMHaO4JU9ArA2byuc2RVXJ83OktAlhPYqlvdZelceBEfiH/jstfu4JbOjaCZXnB1jtz2pzUb1rp/FBxdfrl27hr+//0tTfP3X+zydVL58ec6cORNlW6tWrciRIwd9+vQhU6ZMeHh4sHPnTvMTGqGhoezdu5eRI0cCULBgQWxtbdm5cycNGjQAwN/fn7NnzzJq1Kj3fYsi8pEKCQmhYcOGPH78mM8//5xBgwZZOpL8R+vWrbl58yYDBw6kS5cueHh48OWXX1o6loi8xvLly1m1ahU2NjYsWrRIi1HHc7a2tsyaNYv06dMzePBgfvzxR65fv87cuXOxs9PCvhL7rl69SoMGDYiIiKB58+Zx+pCFm5sblStXjrJW6LvMtCCSEHh4eLBnzx5q167Nnj17qFKlCkuWLIl3P0cHBQXh4+PDpk2bABgyZAgDBw5MNH8PUzs5UC6HAwFBz/jjxqM33lj9r8ypkpLRLWkspxOR+MJkMlE8syvb/7jFk5CIKK/ZWJn4LF0KsrknSzR9Y2IU7eLL3LlzGTZsGNeuXXvrvhEREW/d5wUnJ6eXniRKmjQprq6u5u3dunVj+PDhZM2alaxZszJ8+HCSJEmCj48PAM7OzrRp04aePXvi6uqKi4sLvXr1Ik+ePFSoUOE93qWIfMz69OnDiRMncHV1ZenSpeYFVCX+6N+/Pzdv3mTatGk0adKEVKlSUbp0aUvHEpH/cePGDfMowoEDB0YZ4Szxl8lkYtCgQaRLl4527dqxZMkSbt68ydq1a7X2mcSqp0+fUqdOHe7du0fBggWZPn26xW8qWPr6IjHJ2dmZrVu30rRpU9asWUODBg2YOnUqX3/9taWjAc+LrzVr1uT06dM4ODgwf/58GjZsaOlYsSK1kwOpczhwJyiEszcC31iESZHElkIZXOIwnYjEBw621pTK4sbOc7eJ/P8rt6dxdqBwRheS2es+VXwXre/QvHnzaNu2LQB58uQhW7ZsJEuWLEaDvUnv3r0JDg6mY8eOPHjwgKJFi7Jjxw6cnJzM+4wbNw4bGxsaNGhAcHAw5cuXZ/78+VhbW7/hzCIiz23YsIEJEyYAMH/+fNKmTWvhRPIqJpOJSZMmcfv2bdauXUutWrXYv3+/FvAWiUcMw6B169Y8fPiQwoUL069fP0tHkvfUqlUrPvnkE/NaW6VKlWLr1q2kS5fO0tEkETIMg3bt2nHy5ElSpUrF2rVrNVJOJBY4ODiwYsUKOnfuzPTp0+nQoQO3bt1i8ODBFi02HjlyhFq1apmnlt+wYQNFihSxWJ64ksrJnrI5UnP3cQhn/nm5CGNjbaJUVjesY3gtBxFJGFyT2VPQKyWnrj+kgFdKMqeKu/vw8mGiVXwZO3asecHDGjVqxHSml+zZsyfK1yaTCV9fX3x9fV97jIODA5MmTWLSpEmxG05EEp3r16/TqlUrALp370716tUtnEjexNramsWLF1OpUiUOHDiAt7c3hw4dIn369JaOJiLA9OnT2bFjBw4ODixcuFDzBCdQlSpVYv/+/VStWpU//viDYsWKsWXLFj777DNLR5NEZsKECSxZsgRra2tWrlypf89FYpG1tTVTp07F3d2dIUOGMGTIEAICApg0aZJFHlxdvnw5LVu2JCQkhM8++4wNGzZ8dH2AW7L/FGFuBOL/8HkRpmhGF5I76GcokY9ZVncn0rsmwd5GAwsSkmitmOnn58cXX3wRJ4UXEZG4FB4eTuPGjbl//z6FChXixx9/tHQkeQeOjo5s2LCB3Llzc+PGDapUqcL9+/ctHUvko+fn50evXr0AGDlyJDly5LBwIvkQ+fLl48iRI+TKlYubN2/y+eefs3PnTkvHkkRk9+7d5j5jzJgxlClTxrKBRD4CLx5unTJlCiaTiWnTptGoUaM3rusb0wzDYPDgwTRu3JiQkBBq1qzJgQMHPrrCy3+5JbOnbPbUVMrtTkGvlHi5ap0XEUGFlwQoWsUXFxeXOJ1mTEQkrvj6+nLw4EGcnJxYvny5FhVOQFKmTMnWrVv55JNP+PPPP6lZsybBwcGWjiXy0QoPD6dFixY8ffqUcuXKxeli2RJ70qdPz4EDByhdujRBQUFUrVqVhQsXWjqWJAJXr16lQYMGRERE0LRpU7p06WLpSCIflY4dO7JixQrs7OxYvXo13t7ePHr0KNavGxwcTOPGjRk6dCgA3377LWvXrtU9p//PLZk92T2c3r6jiIjES9EqvtSqVYvff/9dN7VEJFHZtWsXw4cPB2DWrFlkzpzZwonkfaVLl47t27eTIkUKDh48SOPGjQkPD7d0LJGP0k8//cThw4dJnjw58+bNw8oqWj92SjyUMmVKtm/fTqNGjcxFtu+//x7DMCwdTRKo4OBg6taty927d8mfPz8zZ87UAvciFlC/fn22bt2Kk5MTu3fvpkyZMty+fTvWrufv70+ZMmVYsWIFNjY2zJkzh1GjRmmtXhERSTSi9Vvw8OHDSZ48OS1btuThw4cxHElEJO7dvn2bpk2bYhgGX331FQ0bNrR0JImm3Llzs2HDBuzt7Vm/fj2dO3fWDUGROHbq1CkGDx4MwMSJEz/qaUMSK3t7e5YsWULv3r0BGDhwIO3atVPBW96bYRi0b9+eEydO4Obmxrp163B0dLR0LJGPVrly5dizZw+pU6fm5MmTlCxZksuXL8f4dU6dOkWRIkX4/fffcXFxYdeuXbRu3TrGryMiImJJNu+y06v+AcyZMyerV69mx44dFCpUiLRp077y6SSTycScOXM+PKmISCyJjIykefPm3L59m9y5czN+/HhLR5IP9Pnnn7N06VK+/PJLZsyYwSeffMLAgQMtHUvkoxASEkKzZs0ICwujdu3aNG/e3NKRJJZYWVkxcuRI0qdPT5cuXZg9ezY3btxg5cqVmi5G3tmkSZNYtGgR1tbWrFy5Ei8vL0tHEvnoFShQgIMHD1K5cmUuXbpEiRIl2LZtG/ny5YuR82/YsAEfHx+ePHlC9uzZ2bRpE1myZImRc4uIiMQn71R8mT9//mtfCwwM5Jdffnnt6yq+iEh8N2rUKHbs2IGjoyMrV64kSZIklo4kMaBu3bpMmTKFjh07MmjQINKkSUPbtm0tHUsk0Rs0aBBnz54lVapUzJgxQ1MHfQQ6depE2rRpady4MVu3bqV06dJs3rwZDw8PS0eTeG7Pnj306NEDeD5VYdmyZS2cSEReyJIlCwcPHqRKlSr83//9H1988QUbNmygTJky0T6nYRiMHj2aPn36YBgGFSpUYOXKlaRMmTLmgouIiMQj71R82b17d2znEBGxiEOHDjFgwADg+ZOXuXLlsnAiiUkdOnTgxo0b/PDDD7Rv3x53d3dq1Khh6VgiidaBAwf46aefgOdrZ6VOndrCiSSu1KpVi927d1O9enVOnDhB8eLF2bp1Kzly5LB0NImnrl27Rv369YmIiKBJkyZ069bN0pFE5H94eHiwd+9eatWqxd69e6lcuTJLly6lXr16732u0NBQOnTowNy5c4HnP6dPmDABW1vbmI4tIiISb7xT8aV06dKxnUNEJM7dv3+fxo0bExERQePGjTXHcCI1bNgw/P39mTt3Lg0bNuSXX36hePHilo4lkug8fvyYFi1aYBgGLVu2pFatWpaOJHGsaNGiHD58GG9vby5evEiJEiVYv349n3/+uaWjSTwTHBxM3bp1uXv3Lvny5WPmzJkaJScSTzk7O7Nt2zaaNGnC2rVrqV+/PtOmTaN9+/bvfI579+5Rr1499u7di5WVFePHj6dz5876ey8iIomeVXQOWrhwIYcOHXrrfkeOHGHhwoXRuYSISKwyDIM2bdpw7do1MmfOzPTp0/XDfyJlMpmYPn06VatWJTg4mOrVq/PXX39ZOpZIotOrVy8uX75M+vTptXbWRyxLliwcOnSIokWL8uDBAypWrMiqVassHUviEcMw+Prrrzl+/Diurq6sW7dOU76KxHMODg6sXLmSdu3amf8ODx06FMMw3nrsX3/9RdGiRdm7dy9OTk5s2rSJb775Rr97iYjIRyFaxZeWLVsye/bst+43Z84cWrVqFZ1LiIjEqilTpvDzzz9ja2vLihUrSJ48uaUjSSyytbVl5cqVFClShPv371OlShVu3rxp6VgiicbWrVuZMWMG8HytQGdnZwsnEktKlSoVv/76K7Vq1SIkJISGDRsybtw4S8eSeGLy5MksXLgQKysrVqxYQYYMGSwdSUTegbW1NdOnT2fQoEEADB48mG+++YaIiIjXHrNr1y6KFSvGpUuXyJAhg3l0pIiIyMciWsWXdxUZGamnGUQk3jl58iQ9e/YEni/uWrBgQQsnkriQNGlSNm/eTLZs2bh69Sre3t4EBgZaOpZIgnfv3j3atGkDQLdu3bRgtgCQJEkS1qxZQ6dOnTAMgx49etCtW7c33qSTxG/v3r10794deP4zWPny5S2cSETeh8lkYsiQIUyePBmTycSUKVNo3LgxISEhL+07ffp0qlSpQmBgICVLluT3338nd+7cFkgtIiJiObFafLl8+bKeJheReCUoKIiGDRsSGhpKzZo16dKli6UjSRxyc3Nj27ZteHh4cPr0aerUqfPKXxZF5N116tQJf39/cuTIwfDhwy0dR+IRa2trJk2axKhRowCYMGECDRo0IDg42MLJxBKuX79O/fr1iYiIwMfHx1yEEZGEp1OnTixfvhxbW1tWrVpF1apVefToEQDh4eF07dqVDh06EBERQbNmzfjll19IlSqVhVOLiIjEPZt33XHo0KFRvj516tRL214IDw/n/Pnz7Nu3j4oVK35YQhGRGGIYBh07dsTPz4+0adMyd+5cjc77CGXMmJEtW7ZQunRpdu/eTfPmzVm2bBlWVrH6PIJIorR8+XJWrFiBtbU1ixYtwtHR0dKRJJ4xmUx8++23pEuXjhYtWrB27VoqVKjA+vXrcXNzs3Q8iSPBwcHUrVuXO3fu8NlnnzFr1iz9DCaSwDVo0ABXV1dq167Nr7/+StmyZVm+fDldunRh27ZtAPzwww/069dPf99FROSj9c7FF19fX0wmE4ZhYDKZOHXqFKdOnXrjMalTp9YTkCISbyxYsIDFixdjbW3NsmXLcHV1tXQksZD8+fOzbt06vL29WblyJWnSpGHcuHH6xVBizMmTJ1mzZg0lSpSgTJkyiWYxacMwOHv2LJs3b2bz5s0cOnQIgIEDB1KoUCELp5P4rFGjRqRJk4batWtz6NAhSpQowbZt28iUKZOlo0ksMwyDDh06cOzYMVxcXFi3bl2i6RNFPnbly5dnz549eHt7c+LECbJnz45hGDg6OrJo0SLq1atn6YgiIiIW9c7Fl3nz5gHPf3hu3bo1pUqVMs/v/b/s7Ozw9PSkWLFi2Nvbx0xSEZEP8Oeff9KpUycAhgwZQqlSpSycSCytfPnyLFiwAB8fHyZMmMAnn3zCt99+a+lYkgisXbuWJk2a8OzZMwDs7e0pXbo03t7eVKlShezZsyeoQt/Tp0/ZvXs3mzZtYsuWLVy7di3K6zVq1OC7776zUDpJSEqXLs3Bgwfx9vbGz8+P4sWLs2nTJgoXLmzpaInO+fPnOX36NGXLlrX4CKMpU6awYMECrKysWLFiBRkzZrRoHhGJWQULFuTgwYNUqlSJK1eu4OnpyYYNG7SupoiICO9RfGnRooX5/xcsWIC3t3eUbSIi8VVwcDANGzbk6dOnlC9fnr59+1o6ksQTjRs3xt/fn549e9K7d288PDxo1qyZpWNJAmUYBmPGjKF3794YhkHBggUJCAjg+vXr7Nixgx07dtC9e3cyZMhAlSpVqFKlCuXKlcPJycnS0V9y9epV8+iWX3/91VxIAnBwcKBcuXJUq1aNatWq4eXlZcGkktDkypWLw4cPU61aNU6dOkWZMmVYu3YtlStXtnS0BM8wDPbt28fo0aPZtGkTALa2ttSpU4c2bdpQoUKFOJ9ic9++fea1XUaOHEmFChXi9PoiEjeyZs3KkSNHWLVqFfXq1SNNmjSWjiQiIhIvvHPx5b92794d0zlExALu3r2Lk5NToh+h1qNHD86cOUPq1KnN046JvNCjRw9u3rzJmDFjaN26Ne7u7lSqVMnSsSSBCQ8Pp3PnzsyYMQN4vhDt+PHjsba25s8//2Tr1q1s27aNffv2ceXKFaZPn8706dOxtbWlVKlS5lExn376qUVGxYSHh3Po0CFzweWPP/6I8nr69OnNxZayZctqyiD5IJ6enuzbt48vv/ySHTt2UKtWLfNUkPL+wsLCWL16NWPGjOH48ePA87V2MmfOzMWLF1m5ciUrV67Ey8uL1q1b06pVK9KlSxfrua5fv079+vUJDw+nUaNG9OzZM9avKSKW4+7uTufOnS0dQ0REJF6JVvFFRBK+adOm0alTJ6ysrMicOTM5c+YkZ86c5MqVi5w5c5IjRw6SJUtm6ZjR8vDhQy5dusSlS5c4duwY06dPB2DRokV4eHhYOJ3ER6NGjcLf35+lS5dSt25d9u7dq6kS5J09evSIhg0bsm3bNkwmE2PHjqVr167mIkquXLnIlSsXPXv25MmTJ+zevZtt27axdetWLl++zO7du9m9eze9e/fmk08+oUqVKnh7e1O+fHlSpEgRa7nv3r3Ltm3b2Lx5M9u2bePhw4fm16ytrSlRooS54JI7d+4ENVWaxH9OTk5s3LiRhg0b8vPPP1O7dm3Wrl1LtWrVLB0twQgMDGT27NlMmDCB69evA89HprVs2ZLu3buTLVs2Tp06xZw5c1i8eDFXr15l8ODB+Pr6UrlyZdq2bUuNGjWws7OL8WzPnj2jXr16BAQEkDdvXmbPnq0+REREREQ+OtEuvpw7d45Ro0axb98+/P39CQ0NfeV+JpOJ8PDwaAcUkZi3dOlSOnXqhGEYREREcOHCBS5cuMD69euj7Jc+fXpzMea/hRkXFxcLJX/OMAz8/f25ePGiucjy3z/3799/6Zi+fftqNIO8lpWVFfPmzSMgIIBdu3ZRtWpVDh06RObMmS0dTeK569evU716dU6fPo2joyNLly6ldu3ar90/adKkVK9enerVq2MYBhcvXjQXYnbv3s2NGzeYM2cOc+bMMRdAXkxRli9fvg+aMsgwDP7v//7PPLrlyJEjGIZhft3FxQVvb2+qVatG5cqVLd7XS+JnZ2fHypUradSoEWvXrqVOnTqsWbOGGjVqWDpavHbt2jUmTJjArFmzCAoKAiB16tR07tyZDh06RFnjJV++fEyaNIlRo0axbt06Zs+ebS4Ab9u2jVSpUtGiRQvatGlDjhw5YiSfYRh07NiRo0ePkjJlStatW0fSpElj5NwiIiIiIglJtIovhw8fpkKFCgQHBwPg6uqaYJ+QF/nYbN68mRYtWmAYBp07d6Zv3778+eefnDt3jj///NP8/3fu3OHatWtcu3aNbdu2RTmHu7v7SwWZXLly4eHhEWNPNYaGhnL16tVXFlcuX75s7n9ex93dncyZM5M5c2aKFy/OV199FSO5JPGys7NjzZo1lClThpMnT1K5cmUOHTpE6tSpLR1N4qkTJ05QvXp1/P398fDwYOPGjRQqVOidjzeZTGTNmpWsWbPyzTffEBwczL59+8zFmPPnz7N//372799P//79cXd3p3Llynh7e1OxYkVcXV3feo0nT57wyy+/mAsuN27ciPL6Z599Zh7dUrRoUU3LKHHO1taW5cuX4+Pjw+rVq6lXrx6rVq2iVq1alo4W7xw/fpwxY8awcuVKIiIiAMiZMyc9e/akSZMmODg4vPZYR0dHfHx88PHx4eLFi8ydO5d58+Zx69YtRo8ezejRoylZsiRt27alfv36H1QsmTZtGvPmzcPKyooVK1aQKVOmaJ9LRERERCQhi1bxpV+/fgQHB9OtWzcGDBigJyNFEoj9+/fz5ZdfEh4eTpMmTZgwYQJWVlZ88sknLy2AevfuXXMx5r/FmevXr3P79m1u377Nnj17ohzj7Oz8UkEmZ86ceHl5vfJp7aCgoFcWVy5dusS1a9eIjIx87XuxtrYmffr05gJLlixZzP+fKVMmFYQlWpInT86WLVsoUaIEly5dolq1auzevVvtSV6yceNGGjduzJMnT8idOzebN2/+4IXnHR0dqVy5MpUrV2bcuHH8/fff5qfTf/nlF27fvs3ChQtZuHAhVlZWFClSxDxFWcGCBc2Fk8uXL5uLLXv27CEkJMR8jSRJklC+fHmqV69O1apVSZs27QdlFokJtra2LF26FCsrK1auXMmXX37JypUrqVOnjqWjWVxkZCSbN29mzJgx7N2717y9XLly9OzZkypVqrz3iLgsWbIwfPhwhg4dypYtW5gzZw6bN2/m4MGDHDx4kC5duuDj40Pbtm0pWLDgez1Ys3//frp27QrAiBEjqFix4ntlExERERFJTKJVfDl27Bj58uVj7NixMZ1HRGLJyZMnqV69Os+ePaN69ermJxJfx83Njc8//5zPP/88yvagoCD++uuvKAWZc+fOcfnyZQIDAzly5AhHjhyJcoyjoyM5cuQgZ86cWFlZmQssAQEBb8zs6OhoLqj87x8vLy9sbW2j/4GIvIaHhwfbtm2jZMmSHDt2jC+//JKNGzeqvYnZpEmT6NatG5GRkVSsWJFVq1bh7Owc49fJmDEjHTp0oEOHDoSEhHDw4EHzqJizZ8+a+1tfX19cXV0pXbo0586d46+//nrpPC9Gt5QpU+aNT8eLWIqtrS1LlizBysqK5cuX06BBA5YvX069evUsHc0igoODWbhwIePGjeP8+fMA2NjY0KhRI3r06EH+/Pk/+Bo2NjbUrFmTmjVrcvPmTRYsWMCcOXO4dOkSM2bMYMaMGeTNm5e2bdvSpEmTtz5w988//5gf8mnQoAHffvvtB2cUEREREUnIolV8sbOzI0uWLDGdRURiyYULF6hcuTKPHj3iiy++YOXKldG+kezk5EThwoUpXLhwlO3Pnj3Dz88vSkHmzz//5MKFCwQHB3Py5ElOnjz50vlcXV1fWVzJkiVLjE5jJvI+smXLxubNmylbtizbt2/Hx8eHhQsX4ujoaOloYkERERH06NGDiRMnAvDVV18xZcqUOCnM2dvbU65cOcqVK8eoUaP4559/zKNidu7cyb1791i7di3w/IZqqVKlzAWXHDlyqC+VBMHGxoZFixZhZWXF0qVLadiwIcuWLaN+/fqWjhZnAgICmDp1KlOmTOHu3bvA85HF7dq1o0uXLrE2Ws3T05N+/frRp08f9u7dy5w5c1i9ejWnT5+mS5cufPvtt9SrV482bdpQpkyZlx7gefbsGfXq1SMgIIA8efIwd+5c9TsiIiIi8tGLVvGlVKlSnDlzJqaziEgsuH79OhUrVuTOnTsUKFCADRs2xMoNZAcHB/LkyUOePHmibA8PD+fy5cvm6cuAKEWW2HhaXCQmFClShNWrV1OrVi1Wr17NP//8w88//4y7u7ulo4kFPH78GB8fHzZu3AjAjz/+SO/evS12czFt2rS0bduWtm3bEhYWxpEjRzh48CCZMmWiUqVKpEiRwiK5RD6UjY0NCxcuxNramkWLFtG4cWMiIyNp2LChpaPFqr/++ouxY8eycOFC81SBXl5edOvWjTZt2uDk5BQnOaysrChbtixly5Zl0qRJLFmyhFmzZnH69GmWLl3K0qVLyZQpE23atKFly5Z4enpiGAadOnXi999/J2XKlKxbt+6D1owREREREUksolV8GT58OMWKFWPMmDH07NkzpjOJSAy5c+cOlSpV4tq1a2TPnp1t27bFebHDxsaGbNmykS1bNi2eKwmOt7c3O3bsoG7duhw5coSiRYuyadMmPv30U0tHkzh08+ZNatSowYkTJ7C3t2fRokXx6kl8W1vbV04TKZJQWVtbm6dHXbBgAT4+PkRGRtK4cWNLR4tRhmGwd+9eRo8ezebNm83bCxcuTM+ePalXrx42NtH6dS1GpEyZks6dO9OpUyeOHz/O7NmzWbp0KZcvX6Z///4MHDiQqlWrkjVrVubOnYuVlRXLli0jc+bMFsssIiIiIhKfROun+RMnTtCqVSt69+7Nxo0bqVixImnTpn3t05/Nmzf/oJAi8v4ePXqEt7c3f/31F+nSpWPHjh2kSpXK0rFEEpwyZcpw5MgRqlevjp+fHyVKlGDVqlVUrlzZ0tEkDpw+fZpq1arxzz//kCpVKtavX0/x4sUtHUsk0bO2tmbOnDlYWVkxb948mjZtSmRkJE2aNLF0tA8WFhbGqlWrGDNmDCdOnADAZDJRs2ZNevbsSalSpeLVlF0mk4lChQpRqFAhxowZw+rVq5k9ezYHDhxg06ZN5v2GDx+ufxtFRERERP4jWsWXli1bYjKZMAyDffv2sX///lfuZxgGJpNJxReROBYcHEzNmjU5fvw4bm5u7Ny5k/Tp01s6lkiClS1bNg4fPky9evXYu3cv1apVY+LEiXTs2NHS0eKVZ8+ece/ePe7evfvWP3fu3CEoKIhKlSrRr18/ChQoYOn4L9m+fTv169cnKCiIHDlysHnzZjJlymTpWCIfDWtra2bPno2VlRVz5syhefPmREZG0qxZM0tHi5YnT54wduxYpkyZwvXr14Hn07a2bNmS7t27ky1bNgsnfLukSZPSokULWrRowV9//cXcuXNZuXIllSpVonfv3paOJyIiIiISr0Sr+DJo0KB49TSWiPwrLCyMhg0bsnfvXpycnNi+fTvZs2e3dCyRBM/V1ZUdO3bQvn175s+fT6dOnTh//jxjx47F2tra0vFiXHh4OPfv3zcXSt6loPL48eP3vs7q1atZvXo1VapU4bvvvos3U2fNmDGDTp06ERERQZkyZVi7di0pU6a0dCyRj46VlRUzZ87EysqKWbNm0aJFCyIjI2nRooWlo72z69evM3bsWGbMmEFwcDAAqVOnpnPnznTo0AE3NzcLJ4yeHDlyMGrUKEaNGmXpKCIiIiIi8VK0ii++vr4xHENEYkJkZCRt2rRh48aNODg4sHHjxnj5NLlIQmVnZ8fcuXPJnj07/fr1Y+LEiVy6dIlly5bF2WLIMc0wDFatWsXixYu5cOECvXr14t69ezx48CBa57O2tsbNze2d/oSHhzN58mSWLVvGtm3b2LZtG6VKleK7776jSpUqFnnQIzIykj59+jB69GgAWrRowcyZM7Gzs4vzLCLynJWVFdOnT8fa2prp06fTqlUrIiMjadWqlaWjvVFAQAA//PAD06dPJzQ0FHhesOjVqxdNmjTBwcHBwglFRERERCQ2WW4FRxGJUYZh0K1bNxYtWoS1tTWrVq2idOnSlo4lkuiYTCb69u1LlixZaNasGZs3b6ZUqVJs3LgxwU3vd/78eTp16sQvv/zy2n1cXFzeuZji5uaGs7MzVlZW75yhWLFiDB06lFGjRjFv3jwOHDhA1apVyZcvH9999x1169aNs5FFT58+pXnz5qxZswaAoUOHMmDAAI32FYkHrKysmDp1qvm/bdq0MT90Et8EBgYyZswYxo4dy5MnTwD44osv+OKLLxgwYAD29vYWTigiIiIiInHhg4sv/v7+HDp0iJs3b2IymUiTJg0lSpQgTZo0MZFPRN7R0KFDmTRpEgALFiygevXqFk4kkrh9+eWXeHl5UbNmTU6fPk2RIkXYuHEjhQsXtnS0t3ry5Ak//PADo0ePJiwsDAcHB7p27YrJZKJSpUp4eHjg5uZGypQpsbGJ/ec0MmXKxPTp0xk0aBBjx45l+vTpnDp1igYNGpAtWzb69u1LkyZNYnX0ye3bt6lZsya///67eYRTYljYWyQxMZlMTJ48GSsrKyZPnkzbtm2JjIzkq6++snQ04Pmae1OmTGHEiBHcv38fgEKFCjF8+HBKly7N1q1b36s4LSIiIiIiCVu0f/q/c+cOjRo1In369DRo0IBu3brRtWtXGjRoQPr06WnUqBF37tyJyawi8hoTJ040Twc4adIk3TAUiSOFCxfmt99+I2/evNy+fZvSpUuzevVqS8d6LcMw+Pnnn8mVKxcjRowgLCyMatWq8ccffzBs2DCKFStGqVKlyJkzJ6lSpYqTwst/eXp6Mnr0aK5evcrgwYNJmTIlFy5coHXr1mTJkoWJEyfy9OnTGL/uuXPnKFasGL///jsuLi7s3LlT/ahIPGUymZg4cSJdu3YFoF27dsyYMcOimcLDw5k1axZZs2bl22+/5f79++TIkYPVq1fz+++/U7FiRY2gExERERH5CEWr+BIYGMgXX3zBypUrsbOzo2bNmnTp0oUuXbpQq1Yt7O3tWblyJV988QWBgYExnVlE/mPRokXmGxBDhw6lc+fOFk4k8nFJnz49Bw4coFq1agQHB1O/fn1GjBiBYRiWjhbF5cuXqVGjBnXq1OHatWt4eXnx888/s3HjRjJlymTpeFG4urri6+vL1atXGT16NB4eHly/fp2uXbuSIUMGhg8fzsOHD2PkWr/88gslSpTgypUrZMmShcOHD/PFF1/EyLlFJHaYTCbGjRtH9+7dAfj666+ZOnVqnOeIjIxkxYoV5MqVi3bt2nHjxg3SpUvH3LlzOXPmDPXq1VPRRURERETkIxat4suPP/7I+fPnqV+/PleuXGHdunWMGzeOcePGsXbtWq5cuUKDBg04f/48I0eOjOnMIvL/bdiwwbzYbLdu3RgwYICFE4l8nJycnFi/fr25EPrdd9/RunVr8wLLlvTs2TOGDh1K7ty52bx5M7a2tnz33XecO3eOWrVqxesbg05OTvTs2ZO///6b6dOnkzFjRu7cuUP//v3x8vLiu+++IyAgINrnnzt3LlWqVCEwMJCSJUty+PBhsmXLFoPvQERii8lkYsyYMfTs2ROATp06MXny5Di5tmEYbN26lUKFCtGoUSP8/Pxwc3Nj3LhxXLhwgVatWsX5yEEREREREYl/olV8WbduHenSpWPx4sWkSpXqpdfd3NxYtGgR6dKlMy9aKyIxa8+ePTRo0ICIiAhatGjBmDFj4vVNVJHEztramvHjxzNlyhSsra2ZP38+FStW5N69exbLtG3bNvLkycPgwYN59uwZ5cuX5/Tp0/zwww8kSZLEYrnel4ODA+3bt+fChQssXryY3Llz8+jRI0aMGIGXlxddunTh2rVr73y+yMhI+vfvT5s2bQgPD6dx48bs2rULNze3WHwXIhLTTCYTP/30E7179wbgm2++YeLEibF6zYMHD1K6dGmqVq3KyZMncXJyYsiQIVy+fJlu3brh4OAQq9cXEREREZGEI1rFl6tXr1KyZElsbW1fu4+trS0lS5Z8r5shIvJujh07Rs2aNQkJCaFWrVrMnj1bC7iKxBMdO3Zk8+bNJE+enH379lGsWDEuXLgQpxmuX7/Ol19+ibe3NxcvXsTT05Ply5ezc+dOcuTIEadZYpKNjQ1NmjTh9OnT/PzzzxQuXJhnz54xadIkMmfOTOvWrTl//vwbz/Hs2TOaNGnC8OHDARgwYACLFy/WDVORBMpkMvHjjz/St29fALp27cq4ceNi/DqnT5+mRo0alCpViv3792Nvb0/Pnj25fPkygwYNwsnJKcavKSIiIiIiCVu07tY6Ojpy9+7dt+539+5dHB0do3MJEXmNP//8kypVqhAUFETZsmVZvny5prYQiWcqV67MoUOH8PLy4uLFixQrVow9e/bE+nVDQ0MZNWoUOXPmZM2aNVhbW9OjRw/++usvGjZsmGhGx1lZWVGrVi1+++03du3aRbly5QgPD2fevHnkzJmTBg0acPLkyZeOu3v3LhUqVDD3m3PnzmXYsGEqXoskcCaTieHDh9O/f38AevTowZgxY2Lk3JcuXaJJkybky5ePTZs2YW1tTdu2bfHz82P06NEaMSciIiIiIq8VrbsNBQsWZO/evRw/fvy1+xw/fpw9e/ZQqFChaIcTkaiuXr1KpUqVuHfvHoULF2b9+vV6WlsknsqdOze//fYbxYoV48GDB1SsWJF58+bF2vX27NlDvnz56NOnD0+ePKFUqVKcPHmSMWPGJNonsk0mE+XLl+eXX37h8OHD1KxZE8MwWLVqFQUKFKBq1aocOHAAgAsXLlCsWDEOHjyIs7Mz27dvN6+ZJSIJn8lkYtiwYQwcOBCAXr168dNPP0X7fP7+/nTs2JEcOXKwdOlSDMOgQYMGnDt3jlmzZpEuXbqYii4iIiIiIolUtIov3bt3JywsjPLlyzNkyBD8/PwIDQ0lNDQUPz8/fH19qVChAhEREXTv3j2mM4t8lAICAqhYsSL//PMPOXPmZMuWLYn2hqpIYuHu7s6vv/5Ko0aNCA8Pp3Xr1vTt25fIyMgYu8atW7do2rQpZcuW5c8//yRVqlTMnz+fffv2kSdPnhi7TnxXrFgx1q9fz+nTp/Hx8cHKyoqtW7fy+eefU6pUKYoXL86lS5fIkCEDhw8fply5cpaOLCIxzGQyMXToUHx9fQHo3bs3P/7443ud48GDB/Tt25fMmTMzbdo0wsPDqVKlCsePH2fFihVky5YtFpKLiIiIiEhiFK3iS9WqVfnhhx94/PgxQ4cOJUeOHCRJkoQkSZKQI0cOhg0bRlBQEN9//z3e3t4xnVnkoxMYGEjlypXx8/PDy8uLHTt2aJoLkQTC0dGRpUuXMmjQIABGjhxJ/fr1efr06QedNzw8nEmTJpE9e3aWLFmCyWSiY8eOnD9/nhYtWiSaKcbeV548eViyZAkXLlygXbt22NnZcfDgQe7fv0+RIkU4cuQIOXPmtHRMEYlFgwcPZsiQIQD069fPvMbTmzx58oQRI0aQMWNGRo4cSXBwMMWLF2fPnj1s3bqVAgUKxHZsERERERFJZKK9UES/fv2oWLEikyZN4sCBA9y8eRMAT09PPv/8czp16kThwoVjLKhIXLl37x5nzpzhzJkznDt3DhcXF6pXr06RIkWwtraO8zxPnz6lRo0anDp1itSpU7Nz507Spk0b5zlEJPpMJhNDhgwha9astGnThrVr13Lt2jU2bNhAmjRp3vt8hw8fpmPHjpw6dQqAwoULM3XqVE31+R+ZM2dmxowZDB48mEmTJhEaGsqwYcNIkiSJpaOJSBwYNGgQ1tbWDBgwgP79+xMREWGekuy/QkNDmTVrFsOGDeP27dvA8yLuDz/8QPXq1T/aQraIiIiIiHy4D1qlu1ChQixYsCCmsojEqWfPnvHnn3+aCy0v/rwoJP7X8OHDSZ06NdWrV6dGjRpUrFiRpEmTxnrGsLAw6tevz/79+81rFGTNmjXWrysisaNp06ZkyJCBOnXqcOzYMYoUKcKmTZv47LPP3un4u3fv0rdvX+bMmQNAypQpGTFiBG3btrVIcTgh8PT0ZMSIEZaOISIW0L9/f6ysrPjuu+8YNGgQkZGRDB48GICIiAiWLl3K4MGD+fvvvwHIlCkTQ4cOpVGjRupTRURERETkg31Q8UUkIYiMjOTvv/9+qcji5+dHRETEK4/JkCEDefLk4dNPP+Xvv/9my5YtBAQEMHfuXObOnYu9vT3ly5enZs2aVK9enU8++SRWcrdo0YItW7bg6OjIpk2byJcvX4xfR0TiVqlSpThy5AjVq1fnr7/+omTJkixfvpzq1au/9pjIyEhmz55Nv379uH//PgCtWrVi5MiRpEqVKq6ii4gkOP369cPa2po+ffrg6+tLREQEhQoVon///pw9exYADw8PBg4cSNu2bbGzs7NwYhERERERSSxUfJFE5c6dOy8VWf744w+ePHnyyv1dXFzIkydPlD+ffvrpSwvZh4aGsn//fjZu3MiGDRvMBZktW7YAULBgQWrWrEmNGjXIly/fB09RYRgG33zzDcuWLcPGxoY1a9ZQqlSpDzqniMQfmTNn5vDhw3z55Zf88ssv1KpVizFjxtC1a9eX+o8TJ07QsWNHfvvtNwDy5s3L1KlTKVmypCWii4gkOL1798bKyopvv/2WYcOGmbenSJGCPn368M0338TJiGYREREREfm4vFPxJVOmTNG+gMlk4tKlS9E+XuRVgoODOX36tLnA8uL/X8zV/b/s7e3JlSvXS4WWNGnSvFOhxM7OjvLly1O+fHnGjRvHH3/8YS7E/Pbbbxw/fpzjx48zePBg0qVLR40aNahRowZly5bF3t7+vd/foEGDmDp1KiaTiUWLFuHt7f3e5xCR+C1FihRs3bqVzp07M3PmTLp3786FCxeYOHEiNjY2PHz4kAEDBjBt2jQiIyNxcnJi2LBhdOrUCRsbPTshIvI+evXqhbW1NT169MDR0ZGuXbvSu3dvUqZMaeloIiIiIiKSSL3T3ZsrV65gMpkwDOO9L6BFKiUmPHz4kOnTp/P777/z22+/cevWLSIjI1+5b6ZMmczFlbx585InTx6yZMkSYzcrTSYTn376KZ9++in9+vXj9u3bbN68mQ0bNrBz506uX7/O1KlTmTp1KsmSJaNSpUrUrFmTqlWrvtP0QOPGjeP7778HYOrUqTRq1ChGcotI/GNra8v06dPJnj07vXr1Ytq0aVy6dIkGDRrw3XffERAQAICPjw+jR48mTZo0Fk4sIpJwde/enYoVK+Lu7q4pG0VEREREJNa9193oggUL0rRpU2rVqoWjo2NsZWLatGlMmzaNK1euAJA7d24GDRpkfvrfMAyGDBnCzJkzefDgAUWLFmXKlCnkzp3bfI6QkBB69erFsmXLCA4Opnz58kydOpW0adPGWm6JHTt37qR169b8888/Uba7ubm9NJIld+7cJEuWLE7zubu707p1a1q3bk1wcDC//vorGzduZOPGjdy8eZO1a9eydu1arKysKF68ODVr1qRmzZpkz579peLk/Pnz6dGjBwDDhw/n66+/jtP3IiJxz2Qy0aNHDzJnzoyPjw87duxgx44dAOTIkYMpU6ZQrlw5C6cUEUkcPv30U0tHEBERERGRj4TVu+z0YiHg06dP06NHDz777DP69evH2bNnSZ06Ne7u7m/8877Spk3Ljz/+yLFjxzh27BjlypWjVq1a/PHHHwCMGjWKsWPHMnnyZI4ePYqHhwcVK1YkKCjIfI5u3bqxbt06li9fzoEDB3j8+DHVq1d/7QLrEv88efKEzp07U6lSJf755x+yZMnCqFGj8PX15dq1awQEBPDrr78yYcIE2rZtS9GiReO88PK/HB0dqVatGtOnT+f69escPXqUQYMGkS9fPiIjIzl48CB9+vQhZ86cZMuWjZ49e7Jnzx7Cw8P5+eefadOmDfB8aoy+ffta9L2ISNyqVasWBw4cIG3atCRJkoQff/yR//u//1PhRUREREREREQkAXqnkS8NGjSgQYMG3L9/n+XLl7N48WLmz5/PggUL8PDwwMfHhyZNmpAvX74YCVWjRo0oX//www9MmzaNI0eOkCtXLsaPH0///v2pW7cuAAsWLMDd3Z2lS5fSvn17AgMDmTNnDosWLaJChQoALF68mHTp0rFr1y4qV64cIzkl9hw+fJjmzZtz8eJFADp16sTIkSOxs7Njy5YteHh4xPsp7aysrChUqBCFChViyJAhXLt2jU2bNrFhwwZ2797NxYsXGTt2LGPHjiVlypQ8efKEyMhI2rRpw6hRo+L9+xORmJc/f378/PwIDw+3eDFZRERERERERESi772mHXNxcaFjx4507NiRK1eusGjRIpYuXcqYMWMYO3YsOXPmpFmzZvj4+JAuXboYCRgREcGqVat48uQJxYsX5++//+bWrVtUqlTJvI+9vT2lS5fm0KFDtG/fnuPHjxMWFhZlH09PTz799FMOHTr02uJLSEgIISEh5q8fPXoEQFhYGGFhYTHyfuTNQkNDGTp0KKNHjyYyMpJPPvmEWbNmmYtoL74PCfH7kSZNGr766iu++uorgoKC2LlzJ5s2bWLr1q3cu3cPgDp16jB58mTCw8MtnFY+VEJuq2JZ1tbWWFtbx3nbUZuVhEJtVRIitVtJKNRWJSFSu5WERO1VEhq12Vd718/DZBiG8aEXO3r0KEuWLGHFihUEBASQKlUqbt269UHnPHPmDMWLF+fZs2ckS5aMpUuXUrVqVQ4dOkTJkiW5ceMGnp6e5v3btWvH1atX2b59O0uXLqVVq1ZRCikAlSpVImPGjMyYMeOV1/T19WXIkCEvbV+6dClJkiT5oPcjb3flyhXGjx9vXuunTJkytG3bNtE//R0REcH58+e5ffs2pUqVwtbW1tKRREREREREREREROQVnj59io+PD4GBgSRPnvy1+73XyJfX8fLyIlOmTHh6enL79m0iIyM/+JzZs2fn1KlTPHz4kDVr1tCiRQv27t1rfv1/p2QyDOOt0zS9bZ9+/fqZFzuH5yNf0qVLR6VKld74IcqHiYiIYMyYMQwZMoSwsDDc3NyYMmUKderUeWnfsLAwdu7cScWKFRNVkeJ/p9qThC+xtlVJvNRmJaFQW5WESO1WEgq1VUmI1G4lIVF7lYRGbfbVXsyY9TbRLr48ffqUtWvXsmTJEn755RciIiJwdnambdu2NG/ePLqnNbOzsyNLliwAFCpUiKNHjzJhwgT69OkDwK1bt0iTJo15/4CAANzd3QHw8PAgNDSUBw8ekDJlyij7lChR4rXXtLe3x97e/qXttra2alyxxM/PjxYtWnD48GHg+YLTM2bMMH8vX0ffE0ko1FYloVGblYRCbVUSIrVbSSjUViUhUruVhETtVRIatdmo3vWzsHqfk0ZGRrJ161aaNGmCu7s7LVq0YPfu3VSvXp1Vq1Zx69YtZs6cSalSpaIV+k0MwyAkJISMGTPi4eHBzp07za+Fhoayd+9ec2GlYMGC2NraRtnH39+fs2fPvrH4InHHMAymTp1Kvnz5OHz4MMmTJ2f+/PmsW7furYUXEREREREREREREZH47J1Gvvz222/mNV3u3LmDyWSiZMmSNG3alAYNGpAiRYoYDfXdd9/h7e1NunTpCAoKYvny5ezZs4dt27ZhMpno1q0bw4cPJ2vWrGTNmpXhw4eTJEkSfHx8AHB2dqZNmzb07NkTV1dXXFxc6NWrF3ny5DEv3C6W888//9C6dWtzcax8+fLMnTuX9OnTWziZiIiIiIiIiIiIiMiHe6fiS/HixTGZTOTKlYvu3bvTpEkT0qVLF2uhbt++TbNmzfD398fZ2Zm8efOybds2KlasCEDv3r0JDg6mY8eOPHjwgKJFi7Jjxw6cnJzM5xg3bhw2NjY0aNCA4OBgypcvz/z587G2to613PJmhmGwePFivvnmGwIDA3F0dGTkyJF06tQJK6v3GoQlIiIiIiIiIiIiIhJvvdeaL5cuXWLo0KEMHTr0nY8xmUw8efLkvULNmTPnref09fXF19f3tfs4ODgwadIkJk2a9F7Xlthx584dvv76a9auXQtAkSJFWLhwIdmzZ7dwMhERERERERERERGRmPXOxRfDMHj27FlsZpFEav369bRr146AgABsbGzw9fWlT58+2Ni8V+1PRERERERERERERCRBeKe735GRkbGdQxKhwMBAunbtyoIFCwD49NNPWbhwIfnz57dwMhERERERERERERGR2KOFNiRW/Prrr+TJk4cFCxZgMpno3bs3x44dU+FFRERERERERERERBI9zfskMerp06f07dvXvNZO5syZWbBgASVLlrRwMhERERERERERERGRuKHii8SY3377jebNm3PhwgUAOnTowKhRo0iWLJmFk4mIiIiIiIiIiIiIxB1NOyYfLDQ0lAEDBlCiRAkuXLiAp6cn27ZtY+rUqSq8iIiIiIiIiIiIiMhHRyNf5IOcPXuWZs2acerUKQCaNGnCpEmTSJkypWWDiYiIiIiIiIiIiIhYiEa+SLREREQwatQoChYsyKlTp3B1dWXVqlUsXrxYhRcRERERERERERER+ahp5Iu8t0uXLtGiRQsOHjwIQI0aNZg5cyYeHh4WTiYiIiIiIiIiIiIiYnkqvsh7iYiIwNvbGz8/P5ycnJgwYQItW7bEZDJZOpqIiIiIiIiIiIiISLygacfkvVhbWzN+/HjKli3L6dOnadWqlQovIiIiIiIiIiIiIiL/oZEv8t6qVq2Kt7e3ii4iIiIiIiIiIiIiIq+gkS8SLSq8iIiIiIiIiIiIiIi8moovIiIiIiIiIiIiIiIiMUjFFxERERERERERERERkRik4ouIiIiIiIiIiIiIiEgMUvFFREREREREREREREQkBqn4IiIiIiIiIiIiIiIiEoNUfBEREREREREREREREYlBKr6IiIiIiIiIiIiIiIjEIBtLB4jPDMMA4NGjRxZOIi+EhYXx9OlTHj16hK2traXjiLyW2qokNGqzklCorUpCpHYrCYXaqiREareSkKi9SkKjNvtqL+oFL+oHr6PiyxsEBQUBkC5dOgsnERERERERERERERGR+CIoKAhnZ+fXvm4y3lae+YhFRkZy8+ZNnJycMJlMlo4jPK8qpkuXjuvXr5M8eXJLxxF5LbVVSWjUZiWhUFuVhEjtVhIKtVVJiNRuJSFRe5WERm321QzDICgoCE9PT6ysXr+yi0a+vIGVlRVp06a1dAx5heTJk+svvCQIaquS0KjNSkKhtioJkdqtJBRqq5IQqd1KQqL2KgmN2uzL3jTi5YXXl2VERERERERERERERETkvan4IiIiIiIiIiIiIiIiEoNUfJEExd7ensGDB2Nvb2/pKCJvpLYqCY3arCQUaquSEKndSkKhtioJkdqtJCRqr5LQqM1+GJNhGIalQ4iIiIiIiIiIiIiIiCQWGvkiIiIiIiIiIiIiIiISg1R8ERERERERERERERERiUEqvoiIiIiIiIiIiIiIiMQgFV9ERERERERERERERERikIov8sH27dtHjRo18PT0xGQy8fPPP0d5/fbt27Rs2RJPT0+SJElClSpV8PPzi7JPmTJlMJlMUf40atTI/PqePXteev3Fn6NHj74x35kzZyhdujSOjo588sknDB06FMMwzK/7+/vj4+ND9uzZsbKyolu3bh/8mUj8lNDbasuWLV953ty5c3/4hyPxVly0W4ALFy5Qq1Yt3NzcSJ48OSVLlmT37t1vzac+Vl5I6G1VfezHKa7a7YkTJ6hYsSIpUqTA1dWVdu3a8fjx47fmUx8rkPDbqfrXj1NMtFuAw4cPU65cOZImTUqKFCkoU6YMwcHB5tcfPHhAs2bNcHZ2xtnZmWbNmvHw4cO35lP/Kv+V0Nur+tmPU1y12x9++IESJUqQJEkSUqRI8c751M8+p+KLfLAnT57w2WefMXny5JdeMwyD2rVrc/nyZdavX8/Jkyfx8vKiQoUKPHnyJMq+X331Ff7+/uY/M2bMML9WokSJKK/5+/vTtm1bMmTIQKFChV6b7dGjR1SsWBFPT0+OHj3KpEmTGD16NGPHjjXvExISQqpUqejfvz+fffZZDHwiEl8l9LY6YcKEKOe9fv06Li4u1K9fPwY+HYmv4qLdAlSrVo3w8HB+/fVXjh8/Tr58+ahevTq3bt16bTb1sfJfCb2tqo/9OMVFu7158yYVKlQgS5Ys/Pbbb2zbto0//viDli1bvjGb+lh5IaG3U/WvH6eYaLeHDx+mSpUqVKpUid9//52jR4/SuXNnrKz+vZXl4+PDqVOn2LZtG9u2bePUqVM0a9bsjdnUv8r/SujtVf3sxymu2m1oaCj169enQ4cO75xN/ex/GCIxCDDWrVtn/vr8+fMGYJw9e9a8LTw83HBxcTFmzZpl3la6dGmja9eu73yd0NBQI3Xq1MbQoUPfuN/UqVMNZ2dn49mzZ+ZtI0aMMDw9PY3IyMiX9n/fHJJwJfS2ahiGsW7dOsNkMhlXrlx55zySsMVWu71z544BGPv27TNve/TokQEYu3bteu1x6mPldRJ6WzUM9bEfo9hqtzNmzDBSp05tREREmLedPHnSAAw/P7/XHqc+Vl4lobdTw1D/+jGKbrstWrSoMWDAgNee99y5cwZgHDlyxLzt8OHDBmD89ddfrz1O/au8SUJvr4ahfvZjFFvt9r/mzZtnODs7v9O+6mf/pZEvEqtCQkIAcHBwMG+ztrbGzs6OAwcORNl3yZIluLm5kTt3bnr16kVQUNBrz7thwwbu3r371iexDh8+TOnSpbG3tzdvq1y5Mjdv3uTKlSvv/4Yk0UqIbXXOnDlUqFABLy+vt7w7Saxiqt26urqSM2dOFi5cyJMnTwgPD2fGjBm4u7tTsGDB115ffay8q4TYVtXHSky125CQEOzs7KI8Qejo6Ajw0nn+S32svIuE2E7Vv8q7tNuAgAB+++03UqdOTYkSJXB3d6d06dJR2uPhw4dxdnamaNGi5m3FihXD2dmZQ4cOvfb66l/lfSTE9qp+VmKq3UaX+tl/qfgisSpHjhx4eXnRr18/Hjx4QGhoKD/++CO3bt3C39/fvF+TJk1YtmwZe/bsYeDAgaxZs4a6deu+9rxz5syhcuXKpEuX7o3Xv3XrFu7u7lG2vfj6TdOTyMcnobVVf39/tm7dStu2bd/nbUoiE1Pt1mQysXPnTk6ePImTkxMODg6MGzeObdu2vXFOV/Wx8q4SWltVHysQc+22XLly3Lp1i59++onQ0FAePHjAd999BxDlPP9Lfay8i4TWTtW/Crxbu718+TIAvr6+fPXVV2zbto0CBQpQvnx585oFt27dInXq1C+dP3Xq1G/sJ9W/yvtIaO1V/axAzLXb6FI/+y8VXyRW2drasmbNGi5cuICLiwtJkiRhz549eHt7Y21tbd7vq6++okKFCnz66ac0atSI1atXs2vXLk6cOPHSOf/55x+2b99OmzZtomzPnTs3yZIlI1myZHh7e5u3m0ymKPsZ/39xp//dLh+3hNZW58+fT4oUKahdu/aHvG1J4GKq3RqGQceOHUmdOjX79+/n999/p1atWlSvXt38g5n6WPkQCa2tqo8ViLl2mzt3bhYsWMCYMWNIkiQJHh4eZMqUCXd3d/N51MdKdCW0dqr+VeDd2m1kZCQA7du3p1WrVuTPn59x48aRPXt25s6daz7Xq9qZYRjm7epf5UMltPaqflYgZtvt26iffTMbSweQxK9gwYKcOnWKwMBAQkNDSZUqFUWLFn3j4uMFChTA1tYWPz8/ChQoEOW1efPm4erqSs2aNaNs37JlC2FhYcC/Q+Q9PDxeqqgGBAQAvFSBFUkobdUwDObOnUuzZs2ws7OL3puVRCMm2u2vv/7Kpk2bePDgAcmTJwdg6tSp7Ny5kwULFtC3b1/1sfLBEkpbVR8r/xVTPxv4+Pjg4+PD7du3SZo0KSaTibFjx5IxY0ZAP8fKh0ko7VT9q/zX29ptmjRpAMiVK1eU43LmzMm1a9eA5+3v9u3bL537zp075van/lViQkJpr+pn5b9iot2+C/Wzb6aRLxJnnJ2dSZUqFX5+fhw7doxatWq9dt8//viDsLAwc0fwgmEYzJs3j+bNm2NraxvlNS8vL7JkyUKWLFn45JNPAChevDj79u0jNDTUvN+OHTvw9PQkQ4YMMffmJFGJ72117969XLx48aURNfJx+5B2+/TpU4Ao87y/+PrF0zDqYyWmxPe2qj5WXiUmfjaA579sJkuWjBUrVuDg4EDFihUB9bESM+J7O1X/Kq/yunabIUMGPD09OX/+fJT9L1y4YF7Honjx4gQGBvL777+bX//tt98IDAykRIkSgPpXiVnxvb2qn5VX+ZB2+y7Uz76FIfKBgoKCjJMnTxonT540AGPs2LHGyZMnjatXrxqGYRgrV640du/ebVy6dMn4+eefDS8vL6Nu3brm4y9evGgMGTLEOHr0qPH3338bmzdvNnLkyGHkz5/fCA8Pj3KtXbt2GYBx7ty5d8r28OFDw93d3WjcuLFx5swZY+3atUby5MmN0aNHR9nvRf6CBQsaPj4+xsmTJ40//vjjAz8ZiW8SQ1s1DMNo2rSpUbRo0Q/4JCQhiYt2e+fOHcPV1dWoW7eucerUKeP8+fNGr169DFtbW+PUqVOvzaY+Vv4rMbRVw1Af+7GJq58NJk2aZBw/ftw4f/68MXnyZMPR0dGYMGHCG7Opj5UXEkM7NQz1rx+bD223hmEY48aNM5InT26sWrXK8PPzMwYMGGA4ODgYFy9eNO9TpUoVI2/evMbhw4eNw4cPG3ny5DGqV6/+xmzqX+V/JYb2ahjqZz82cdVur169apw8edIYMmSIkSxZMvM1g4KCXptN/ey/VHyRD7Z7924DeOlPixYtDMMwjAkTJhhp06Y1bG1tjfTp0xsDBgwwQkJCzMdfu3bN+OKLLwwXFxfDzs7OyJw5s9GlSxfj3r17L12rcePGRokSJd4r3+nTp43PP//csLe3Nzw8PAxfX18jMjIyyj6vyu/l5fXen4XEb4mhrT58+NBwdHQ0Zs6c+f4fgCRIcdVujx49alSqVMlwcXExnJycjGLFihlbtmx5az71sfJpqWhGAAAMR0lEQVRCYmir6mM/PnHVbps1a2beJ2/evMbChQvfKZ/6WDGMxNFO1b9+fD603b4wYsQII23atEaSJEmM4sWLG/v374/y+r1794wmTZoYTk5OhpOTk9GkSRPjwYMHb82n/lX+KzG0V/WzH5+4arctWrR45XV27979xnzqZ58zGcb/X+1GREREREREREREREREPpjWfBEREREREREREREREYlBKr6IiIiIiIiIiIiIiIjEIBVfREREREREREREREREYpCKLyIiIiIiIiIiIiIiIjFIxRcREREREREREREREZEYpOKLiIiIiIiIiIiIiIhIDFLxRUREREREREREREREJAap+CIiIiIiIiIiIiIiIhKDVHwREREREfnImUym9/qTIUMGAMqUKYPJZOLKlSsWzS/vZ8+ePS99Tx8+fPhe56hdu3aU41u2bBkrWUVEREREEiobSwcQERERERHLatGixUvbDhw4wKVLl/jss8/Ily9flNfc3NziKFnsu3LlChkzZqR06dLs2bPH0nHiVObMmSlVqhQAdnZ2UV4zmUx4eXm9trBWrlw5UqRIwa1bt9i+fXtsRxURERERSXBUfBERERER+cjNnz//pW0tW7bk0qVL1K5dG19f31cet3DhQp4+fconn3wSuwElVpQqVeqV3/t30aVLF+D5KBoVX0REREREXqbii4iIiIiIREv69OktHUFERERERCRe0povIiIiIiISLa9b8+XFujDh4eEMGzaMLFmy4OjoSM6cOZk3b555v19//ZWyZcuSPHlyUqZMSfPmzbl3794rrxUaGsqECRMoXLgwTk5OJE2alCJFijBnzhwMw3hp/+vXr9OpUyeyZ89OkiRJcHFxIXfu3LRv357z588D4OvrS8aMGQHYu3fva9cw2b9/P507dyZv3rykTJkSR0dHcuTIQd++fV+5VsqLNVVatmxJQEAAbdq0wcPDg2TJklGqVCkOHTpk3nf69OnkzZsXR0dH0qVLx5AhQ4iMjHzpnC8+09DQUAYPHkzmzJlxcHAgU6ZMDBo0iGfPnr32+/Q+5s+fj8lkAuDq1atRPpMyZcrEyDVERERERD4GGvkiIiIiIiKxokGDBuzatYvixYuTOXNm9u7dS+vWrQFwcnKicePGfPbZZ1SsWJHffvuNRYsW8ffff7Nv3z5zAQDgyZMneHt7s3//ftzc3ChVqhRWVlYcPnyYtm3bcvToUaZPn27e/59//qFAgQLcvXuXvHnzUqNGDZ49e8bVq1eZNWsWxYsXJ3v27OTLl4969eqxZs0a3N3dqVKlivkcL9ZCAfj22285deoUn376KeXKlSMkJIQTJ04wcuRINm3axJEjR0iWLNlL7//BgwcUL16cZ8+eUbx4cfz9/Tl48CAVK1bk999/Z+bMmcycOZOiRYtSoUIF9u7di6+vL6Ghofzwww8vnc8wDL788kt27dpF+fLlyZcvH7/88gvDhg3j0KFDbN++HWtr6w/6nmXJkoUWLVqwYMECkiZNypdffml+LUeOHB90bhERERGRj4mKLyIiIiIiEuOuXr2Kk5MT586dI23atADs3r2bcuXK0b9/f0JDQ1m+fDn16tUD4NGjR5QoUYIDBw6wZ88eypYtaz7Xt99+y/79+2nWrBlTp041Fzru3LlDjRo1mDFjBjVq1KBatWoAzJ49m7t37zJmzBh69OjxUq7w8HAAateuTb58+VizZg05cuR47fongwYNonjx4qRMmdK8LSQkhC5dujBz5kzGjh3LoEGDXjpuw4YNNGzYkPnz5+Pg4AA8H20zZMgQGjRoQGBgIMeOHSN37twAnDt3jvz58zN+/Hj69ev3UkHn2rVrREZGcvbsWTJlymT+DMqVK8cvv/zClClTzGuxRFepUqUoVaoUCxYswM3NLdprwoiIiIiIfOw07ZiIiIiIiMSKiRMnmgsvAGXLlqVAgQL4+/tTrVo1c+EFIHny5LRr1w54PgXYCwEBAcyePZuMGTMya9asKAWJVKlSMWPGDADzf18cA1CuXLmXMnl5eZE5c+b3eh9Vq1aNUngBsLe3Z/z48djY2LB+/fpXHufs7Mz06dPNhReAHj16YDKZOHfuHMOGDTMXXgBy5cpFtWrVePr0KceOHXvlOQcNGmQuvMDzz+Cnn34CYMqUKe/1vkREREREJPZo5IuIiIiIiMQ4Ozs7Spcu/dL2TJkyceLECSpWrPjSay+KIv7+/uZte/fuJSwsjCpVqmBvb//SMZ999hlOTk4cPXrUvK1gwYIAdOrUie+//57PP/8cG5sP+9Xnxo0bbNy4kb/++otHjx6Z12Wxs7PDz8/vlccUKlSIFClSRNmWPHlyXF1duXv37jt/Bv/VqFGjl7ZVqVKFlClTcuHCBe7cuUOqVKne562JiIiIiEgsUPFFRERERERinIeHB1ZWLw+0T5o0KQCffPLJa18LCQkxb7ty5QoA06ZNY9q0aa+9XnBwsPn/W7ZsyY4dO1i5ciXlypUjSZIkFCpUCG9vb1q3bk3q1Knf672MHTuWfv36ERoa+l7Hveo9wvP3effu3Xf+DF5ImTIlTk5Orzynl5cXDx484ObNmyq+iIiIiIjEAyq+iIiIiIhIjDOZTB/0+gsREREA5M+fn7x5877TMdbW1qxYsYK+ffuyfv16du/ezZEjR9i3bx8jRoxg+/btFCtW7J3OdeTIEXr27ImzszMzZ86kTJkyeHh4mEfheHp6vnaUSkx9Bu/CMIwYO5eIiIiIiHw4FV9ERERERCTeerFmTJkyZRg7dux7HZs/f37y58+Pr68vjx49YsiQIYwdO5auXbvy22+/vdM51q1bB8D3339PixYtorwWHBzMrVu33ivTh3jw4AFBQUGvHP1y7do1ANKkSRNneURERERE5PVengdAREREREQknihbtizW1tZs2rTJPAomOpInT87w4cMxmUycOXPGvN3Ozg6A8PDwVx734MEDANKlS/fSa6tWrYrzEScrVqx4adv27dt58OABWbNmfe8p1V7H1tb2tZ+JiIiIiIi8nYovIiIiIiISb33yySe0bNkSPz8/mjVrxt27d1/a59ChQ2zZssX89aJFizh79uxL+23btg3DMEifPr15m5ubG7a2tly6dOmVxZ1s2bIBMGfOHMLCwszbz507R58+fT7ovUXH0KFDzevgANy9e5fevXsD0LFjxxi7jqenJ7dv3+bhw4cxdk4RERERkY+Jph0TEREREZF4beLEiVy+fJlly5axadMm8uXLh6enJ7du3eLixYvcuHGDrl27UrVqVQDWrFlD8+bNyZw5M3ny5MHR0ZErV65w5MgRrK2tGT58uPncdnZ2VKlShY0bN/LZZ59RoEAB7OzsKFmyJK1ataJVq1aMGTOGjRs3kj17dgoXLsz9+/fZu3cvtWvX5vfff+fq1atx8jmkT5+evHnzkjt3bsqXL4+trS2//vorDx8+pGzZsnTu3DnGrlWzZk0mTZpEgQIFKFGiBA4ODmTPnp1vv/02xq4hIiIiIpKYaeSLiIiIiIjEa0mSJGHHjh3Mnj2bAgUKcPbsWdatW8elS5fInDkzo0aNolevXub9e/ToQadOnXBycmL//v2sW7eOgIAAGjduzNGjR6lbt26U88+ePZtmzZpx7949li5dypw5c9i7dy8Arq6uHD16FB8fH0JDQ9mwYQM3btxg6NChLFu2LE4/B5PJxOrVq+nWrRtnzpxh06ZNODs7079/fzZv3oyNTcw9WzdixAg6d+5MeHg4K1asYM6cOWzevDnGzi8iIiIiktiZjLiepFhERERERETei8lkwsvLK8qUY9G1Z88eypYtS4sWLZg/f368OZeIiIiISGKiacdEREREREQ+QgcOHKBly5YATJ06lSRJkrzzsRMnTuTEiRPcunUrltKJiIiIiCRsKr6IiIiIiIh8hC5dusSlS5cAGD9+/HsVX3799VfWr18fW9FERERERBI8TTsmIiIiIiISz8XktGMiIiIiIhL7NPJFREREREQkntMzcyIiIiIiCYuVpQOIiIiIiIiIiIiIiIgkJiq+iIiIiIiIiIiIiIiIxCAVX0RERERERERERERERGKQii8iIiIiIiIiIiIiIiIxSMUXERERERERERERERGRGKTii4iIiIiIiIiIiIiISAxS8UVERERERERERERERCQGqfgiIiIiIiIiIiIiIiISg/4f3xaiOIJd1yYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize = (20, 7))\n",
    "plot_df = pd.concat([AirPassengersPanel_train, preds])\n",
    "\n",
    "plot_df = plot_df[plot_df['unique_id']=='Airline1'].drop(['unique_id','trend','y_[lag12]'], axis=1).iloc[-50:]\n",
    "\n",
    "ax1.plot(plot_df['ds'], plot_df['y'], c='black', label='True')\n",
    "ax1.plot(plot_df['ds'], plot_df['NHITS'], c='blue', label='median')\n",
    "ax1.fill_between(x=plot_df['ds'][-12:], \n",
    "                 y1=plot_df['NHITS-lo-90'][-12:].values,\n",
    "                 y2=plot_df['NHITS-hi-90'][-12:].values,\n",
    "                 alpha=0.4, label='level 90')\n",
    "ax1.set_title('AirPassengers Forecast - Uncertainty quantification using Conformal Prediction', fontsize=18)\n",
    "ax1.set_ylabel('Monthly Passengers', fontsize=15)\n",
    "ax1.set_xticklabels([])\n",
    "ax1.legend(prop={'size': 10})\n",
    "ax1.grid()\n",
    "\n",
    "ax2.plot(plot_df['ds'], plot_df['y'], c='black', label='True')\n",
    "ax2.plot(plot_df['ds'], plot_df['NHITS1'], c='blue', label='median')\n",
    "ax2.fill_between(x=plot_df['ds'][-12:], \n",
    "                 y1=plot_df['NHITS1-lo-90'][-12:].values,\n",
    "                 y2=plot_df['NHITS1-hi-90'][-12:].values,\n",
    "                 alpha=0.4, label='level 90')\n",
    "ax2.set_title('AirPassengers Forecast - Uncertainty quantification using Normal distribution', fontsize=18)\n",
    "ax2.set_ylabel('Monthly Passengers', fontsize=15)\n",
    "ax2.set_xlabel('Timestamp [t]', fontsize=15)\n",
    "ax2.legend(prop={'size': 10})\n",
    "ax2.grid()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
